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1
YOU ARE WHAT YOU LIKE
Social Psychology
Empirical Modeling
Kosinski Michal David Stillwell and Thore Graepel Private traits and attributes are predictable from digital records of human behavior Proceedings of the National Academy of Sciences 11015 (2013) 5802-5805
2
New kinds of data
Social Sensing via RFID
3
Engagement and Exploration
Standing face-to-face
Physical distance
Hand gesture posture
Conversation patterns
Frequency of interruptions
4
Computational Social Science
The science that investigates social phenomena through the medium of computing and statistical data processing
5
3 Common Approaches
Macroscope Virtual Lab Empirical Modeling
6
APPROACHES1 MACROSCOPE 2 VIRTUAL LAB3 EMPIRICAL MODELING
7
WE ARE WHAT WE SAY
Linguistics
Schwartz H Andrew et al Personality gender and age in the language of social media The open-vocabulary approach PloS one 89 (2013) e73791
Macroscope
8
Dataset
700 million words phrases and topic instances collected from 75000 volunteersrsquo FB posts
Record usersrsquo personality (5-factor) gender and age
9
What Words Do You Use
male
female
10
How Old Are You
13 - 18
19 - 22
23 - 29
30 - 65
11
Personality Traits
Extraversion
Introversion
12
Topics Across 4 Age-groups
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013orH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal Achal Shah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungar
13
Warm and Negative Words
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013orH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungar
14
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013orH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal Achal Shah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungar
Usage of ldquoIrdquo amp ldquoWerdquo
Huge-volume data + simple analysis crystal clear language use patterns
15
APPROACHES1 MACROSCOPE 2 VIRTUAL LAB3 EMPIRICAL MODELING
16
APPROACHES1 MACROSCOPE 2 VIRTUAL LAB3 EMPIRICAL MODELING
17
Empirical Modeling
Traditional mathematical or computational modelingTends to rely on many often unrealistic assumptions
Not generally tested in detail against data
Result is proliferation of models that exist in parallel and are often incompatible with each other
New sourcesscales of data allow both to learntest models and also calibrate them
Observations Models Lab Field Observations
18
PREDICTION OF COUNTY-LEVEL HEART DISEASE MORTALITY
19
Prediction Accuracy
20
21
22
Language Use in Tweets
23
Social media opens up a new window of what humans actually feel and think
24
YOU ARE WHAT YOU LIKE
Social Psychology
Empirical Modeling
Kosinski Michal David Stillwell and Thore Graepel Private traits and attributes are predictable from digital records of human behavior Proceedings of the National Academy of Sciences 11015 (2013) 5802-5805
25
Personality Prediction
Personality traitsGender age relationship status friends
Sexual orientation ethnicity religion political inclination
Addictive substances (alcohol drugs cigarette) parental separation
IQ 5-Factor model satisfaction with Life
26
Data Collection
9939220 Likes (55814 unique ones) from 58466 Facebook volunteers
Sports
Music
Books
Restaurants
Popular websites
27
Ground truth
Political Inclination
Sexual Orientation
Democrat Republican
Democratic GOP (Grand Old Party)
Democratic Party Republican Party
Homosexual Heterosexual
1 0 1 0
28
Ground truth
5-Factor ModelOpenness
Conscientiousness
Extraversion
Agreeableness
Stability
29
Ground truth
Satisfaction with Life (SWL)
30
Methodology
User-Like matrix dimension reduction Singular Value Decomposition (SVD)
Prediction models Logistic Regression amp Linear Regression
31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11 Author Michal Kosinski David Stillwell and Thore Graepel
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11 Author Michal Kosinski David Stillwell and Thore Graepel
Prediction ResultsSolid Pearson corr coef between pred amp actual valuesTransparent baseline acc of the questionnaire in terms of test-retest reliability
32
Discriminative Likes (1)
因版權疑慮移除相關資料
33
Discriminative Likes (2)
因版權疑慮移除相關資料
34
Discriminative Likes (3)
因版權疑慮移除相關資料
35
Likes are Culture-Dependent (1)
男
卡提諾正妹抱報 Catworld小舖
女
Garena《英雄聯盟 LOL》 QUEEN FASHION SHOP
遊戲大亂鬥 范范范瑋琪
Garena-TW 撿便宜特賣會
好色龍 衣芙日系
放棄治療 王大陸
這樣變型男 就愛網拍特賣會
Taipei Assassins (台北暗殺星) 86小舖商城
你為什麼要放棄治療呢 HH先生
Toyz LOVFEE
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
36
Likes are Culture-Dependent (2)
已婚
嬰兒與母親懷孕生產情報站 學生愛打工
未婚
味全 MyWei Duncan
Estee Lauder Taiwan 雅詩蘭黛 林俊傑 JJ Lin
光泉HOT鮮奶 Cherng
舒潔溫柔心感動 Byebyechuchu
綠巨人 Dcard
AVON Taiwan 雅芳粉絲團 田馥甄 Hebe
人人玩遊戲 彭于晏 Eddie Peng
Creative Baby - 台灣 Dorothy
阿默典藏蛋糕 韋禮安Weibird
Can we have real privacy on social mediaUnprecedented opportunity to observe individuals in a
society
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
別讓大數據變玄學
37
2016-03-08 0254經濟日報陳昇瑋
陳昇瑋 從資料科學到人工智慧
Big data vs Machine learning vs AI
Big data 3Vs
Machine learning ldquoA field of study that gives computers the ability to
learn without being explicitly programmed
Artificial intelligence
Turning test
38
真人
機器
Room 1Room 2
陳昇瑋 從資料科學到人工智慧 39
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 40
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 41
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 42
如同精靈寶可夢需要有訓練師才能發揮能力擁有大數據
後我們也需要很多很多的機器學習專家(人稱「AI 訓練
師」)才能讓我們手中的大數據真正發揮價值
擁抱資料但別錯過 AI
陳昇瑋
台灣資料科學協會中央研究院資訊科學研究所
43
陳昇瑋 從資料科學到人工智慧
44
版權聲明
序 頁 作品 版權標章 作者來源
1 1Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
2 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo July 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
3 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo uly 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
4 3hbrorg ldquoThe New Science of Building Great Teamsrdquo by Alex Sandy Pentland FROM THE APRIL 2012 ISSUE 428httpshbrorg201204the-new-science-of-building-great-teams2017117 visited 依著作權法第465265條主張合理使用
556
7
Max pixel httpmaxpixelfreegreatpicturecomThumb-Hand-Viewing-Magnifying-Glass-Magnification-642672017117 visited
6 5
Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
45
版權聲明
序 頁 作品 版權標章 作者來源
7 5Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
8 8
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
9 9
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
10 10
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
11 11
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
12 12
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
46
版權聲明
序 頁 作品 版權標章 作者來源
13 13
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
14 14
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
15 15Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited 依著作權法第465265條主張合理使用
16 16Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
17 18publicdomainpicturesnet Rf Vectorscomhttpwwwpublicdomainpicturesnetview-imagephpimage=581962017117 visited
18 18Wikimedia Commons AngelushttpscommonswikimediaorgwikiFileStub_doctorssvg2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
47
版權聲明
序 頁 作品 版權標章 作者來源
19 19
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
20202
1
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
21 22
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
22 22
The Authentic Happiness website ldquoPositive Psychology Theoryrdquohttpswwwauthentichappinesssasupennedulearn2017117 visited依著作權法第465265條主張合理使用
23 23
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
24 24Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
48
版權聲明
序 頁 作品 版權標章 作者來源
25 25Flickr Global PanoramatheglobalpanoramahttpsflickrpqbqQQk2017117 visited
26 26MaxpixelhttpmaxpixelfreegreatpicturecomHuman-Funny-Isolated-Holding-Female-Eye-Glass-156992017117 visited
27 26MaxpixelhttpmaxpixelfreegreatpicturecomFigures-Workers-Toys-Hauling-Dolls-Scoop-Broom-780022017117 visited
28 28
International Personality Item PoolhttpipiporiorgNew_IPIP-50-item-scalehtm2017117 visited依著作權法第465265條主張合理使用
29 29
midssorgldquoThe Satisfaction with Life Scale (SWL)rdquo Pavot W amp Diener E Files Scalehttpwwwmidssorgcontentsatisfaction-life-scale-swl2017117 visited依著作權法第465265條主張合理使用
30 30
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
49
版權聲明
序 頁 作品 版權標章 作者來源
31 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
32 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
33 35 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
34 36 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
35 37
Facebook Dan Arielyhttpswwwfacebookcomdanarielyposts9043835958682017117 visited依著作權法第465265條主張合理使用
36 37
經濟日報 ldquo別讓大數據變玄學rdquo 2016-03-08 0254經濟日報陳昇瑋httpmoneyudncommoneystory562915481412017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
50
版權聲明
序 頁 作品 版權標章 作者來源
37 38publicdomainpicturesnet Dawn Hudsonhttpwwwpublicdomainpicturesnetview-imagephpimage=134740amppicture=computer-guy2017117 visited
38 38Flickr Steve WOCinTech ChatwocintechchatcomhttpsflickrpER8emC2017117 visited
39 38Wikimedia Commons PaulVernon1974httpscommonswikimediaorgwikiFileAcornArchimedes-Wikijpg2017117 visited
40 39 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
41 40 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
42 41 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
版權聲明
陳昇瑋 從資料科學到人工智慧
51
版權聲明
序 頁 作品 版權標章 作者來源
43 42Flickr Saad AkhtarSaadAkhtarhttpsflickrp2cj282017117 visited
44 43
台灣資料科學愛好者年會httpdatascitw20152017117 visited依著作權法第465265條主張合理使用
版權聲明
2
New kinds of data
Social Sensing via RFID
3
Engagement and Exploration
Standing face-to-face
Physical distance
Hand gesture posture
Conversation patterns
Frequency of interruptions
4
Computational Social Science
The science that investigates social phenomena through the medium of computing and statistical data processing
5
3 Common Approaches
Macroscope Virtual Lab Empirical Modeling
6
APPROACHES1 MACROSCOPE 2 VIRTUAL LAB3 EMPIRICAL MODELING
7
WE ARE WHAT WE SAY
Linguistics
Schwartz H Andrew et al Personality gender and age in the language of social media The open-vocabulary approach PloS one 89 (2013) e73791
Macroscope
8
Dataset
700 million words phrases and topic instances collected from 75000 volunteersrsquo FB posts
Record usersrsquo personality (5-factor) gender and age
9
What Words Do You Use
male
female
10
How Old Are You
13 - 18
19 - 22
23 - 29
30 - 65
11
Personality Traits
Extraversion
Introversion
12
Topics Across 4 Age-groups
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013orH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal Achal Shah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungar
13
Warm and Negative Words
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013orH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungar
14
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013orH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal Achal Shah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungar
Usage of ldquoIrdquo amp ldquoWerdquo
Huge-volume data + simple analysis crystal clear language use patterns
15
APPROACHES1 MACROSCOPE 2 VIRTUAL LAB3 EMPIRICAL MODELING
16
APPROACHES1 MACROSCOPE 2 VIRTUAL LAB3 EMPIRICAL MODELING
17
Empirical Modeling
Traditional mathematical or computational modelingTends to rely on many often unrealistic assumptions
Not generally tested in detail against data
Result is proliferation of models that exist in parallel and are often incompatible with each other
New sourcesscales of data allow both to learntest models and also calibrate them
Observations Models Lab Field Observations
18
PREDICTION OF COUNTY-LEVEL HEART DISEASE MORTALITY
19
Prediction Accuracy
20
21
22
Language Use in Tweets
23
Social media opens up a new window of what humans actually feel and think
24
YOU ARE WHAT YOU LIKE
Social Psychology
Empirical Modeling
Kosinski Michal David Stillwell and Thore Graepel Private traits and attributes are predictable from digital records of human behavior Proceedings of the National Academy of Sciences 11015 (2013) 5802-5805
25
Personality Prediction
Personality traitsGender age relationship status friends
Sexual orientation ethnicity religion political inclination
Addictive substances (alcohol drugs cigarette) parental separation
IQ 5-Factor model satisfaction with Life
26
Data Collection
9939220 Likes (55814 unique ones) from 58466 Facebook volunteers
Sports
Music
Books
Restaurants
Popular websites
27
Ground truth
Political Inclination
Sexual Orientation
Democrat Republican
Democratic GOP (Grand Old Party)
Democratic Party Republican Party
Homosexual Heterosexual
1 0 1 0
28
Ground truth
5-Factor ModelOpenness
Conscientiousness
Extraversion
Agreeableness
Stability
29
Ground truth
Satisfaction with Life (SWL)
30
Methodology
User-Like matrix dimension reduction Singular Value Decomposition (SVD)
Prediction models Logistic Regression amp Linear Regression
31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11 Author Michal Kosinski David Stillwell and Thore Graepel
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11 Author Michal Kosinski David Stillwell and Thore Graepel
Prediction ResultsSolid Pearson corr coef between pred amp actual valuesTransparent baseline acc of the questionnaire in terms of test-retest reliability
32
Discriminative Likes (1)
因版權疑慮移除相關資料
33
Discriminative Likes (2)
因版權疑慮移除相關資料
34
Discriminative Likes (3)
因版權疑慮移除相關資料
35
Likes are Culture-Dependent (1)
男
卡提諾正妹抱報 Catworld小舖
女
Garena《英雄聯盟 LOL》 QUEEN FASHION SHOP
遊戲大亂鬥 范范范瑋琪
Garena-TW 撿便宜特賣會
好色龍 衣芙日系
放棄治療 王大陸
這樣變型男 就愛網拍特賣會
Taipei Assassins (台北暗殺星) 86小舖商城
你為什麼要放棄治療呢 HH先生
Toyz LOVFEE
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
36
Likes are Culture-Dependent (2)
已婚
嬰兒與母親懷孕生產情報站 學生愛打工
未婚
味全 MyWei Duncan
Estee Lauder Taiwan 雅詩蘭黛 林俊傑 JJ Lin
光泉HOT鮮奶 Cherng
舒潔溫柔心感動 Byebyechuchu
綠巨人 Dcard
AVON Taiwan 雅芳粉絲團 田馥甄 Hebe
人人玩遊戲 彭于晏 Eddie Peng
Creative Baby - 台灣 Dorothy
阿默典藏蛋糕 韋禮安Weibird
Can we have real privacy on social mediaUnprecedented opportunity to observe individuals in a
society
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
別讓大數據變玄學
37
2016-03-08 0254經濟日報陳昇瑋
陳昇瑋 從資料科學到人工智慧
Big data vs Machine learning vs AI
Big data 3Vs
Machine learning ldquoA field of study that gives computers the ability to
learn without being explicitly programmed
Artificial intelligence
Turning test
38
真人
機器
Room 1Room 2
陳昇瑋 從資料科學到人工智慧 39
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 40
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 41
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 42
如同精靈寶可夢需要有訓練師才能發揮能力擁有大數據
後我們也需要很多很多的機器學習專家(人稱「AI 訓練
師」)才能讓我們手中的大數據真正發揮價值
擁抱資料但別錯過 AI
陳昇瑋
台灣資料科學協會中央研究院資訊科學研究所
43
陳昇瑋 從資料科學到人工智慧
44
版權聲明
序 頁 作品 版權標章 作者來源
1 1Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
2 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo July 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
3 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo uly 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
4 3hbrorg ldquoThe New Science of Building Great Teamsrdquo by Alex Sandy Pentland FROM THE APRIL 2012 ISSUE 428httpshbrorg201204the-new-science-of-building-great-teams2017117 visited 依著作權法第465265條主張合理使用
556
7
Max pixel httpmaxpixelfreegreatpicturecomThumb-Hand-Viewing-Magnifying-Glass-Magnification-642672017117 visited
6 5
Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
45
版權聲明
序 頁 作品 版權標章 作者來源
7 5Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
8 8
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
9 9
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
10 10
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
11 11
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
12 12
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
46
版權聲明
序 頁 作品 版權標章 作者來源
13 13
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
14 14
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
15 15Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited 依著作權法第465265條主張合理使用
16 16Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
17 18publicdomainpicturesnet Rf Vectorscomhttpwwwpublicdomainpicturesnetview-imagephpimage=581962017117 visited
18 18Wikimedia Commons AngelushttpscommonswikimediaorgwikiFileStub_doctorssvg2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
47
版權聲明
序 頁 作品 版權標章 作者來源
19 19
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
20202
1
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
21 22
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
22 22
The Authentic Happiness website ldquoPositive Psychology Theoryrdquohttpswwwauthentichappinesssasupennedulearn2017117 visited依著作權法第465265條主張合理使用
23 23
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
24 24Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
48
版權聲明
序 頁 作品 版權標章 作者來源
25 25Flickr Global PanoramatheglobalpanoramahttpsflickrpqbqQQk2017117 visited
26 26MaxpixelhttpmaxpixelfreegreatpicturecomHuman-Funny-Isolated-Holding-Female-Eye-Glass-156992017117 visited
27 26MaxpixelhttpmaxpixelfreegreatpicturecomFigures-Workers-Toys-Hauling-Dolls-Scoop-Broom-780022017117 visited
28 28
International Personality Item PoolhttpipiporiorgNew_IPIP-50-item-scalehtm2017117 visited依著作權法第465265條主張合理使用
29 29
midssorgldquoThe Satisfaction with Life Scale (SWL)rdquo Pavot W amp Diener E Files Scalehttpwwwmidssorgcontentsatisfaction-life-scale-swl2017117 visited依著作權法第465265條主張合理使用
30 30
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
49
版權聲明
序 頁 作品 版權標章 作者來源
31 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
32 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
33 35 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
34 36 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
35 37
Facebook Dan Arielyhttpswwwfacebookcomdanarielyposts9043835958682017117 visited依著作權法第465265條主張合理使用
36 37
經濟日報 ldquo別讓大數據變玄學rdquo 2016-03-08 0254經濟日報陳昇瑋httpmoneyudncommoneystory562915481412017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
50
版權聲明
序 頁 作品 版權標章 作者來源
37 38publicdomainpicturesnet Dawn Hudsonhttpwwwpublicdomainpicturesnetview-imagephpimage=134740amppicture=computer-guy2017117 visited
38 38Flickr Steve WOCinTech ChatwocintechchatcomhttpsflickrpER8emC2017117 visited
39 38Wikimedia Commons PaulVernon1974httpscommonswikimediaorgwikiFileAcornArchimedes-Wikijpg2017117 visited
40 39 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
41 40 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
42 41 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
版權聲明
陳昇瑋 從資料科學到人工智慧
51
版權聲明
序 頁 作品 版權標章 作者來源
43 42Flickr Saad AkhtarSaadAkhtarhttpsflickrp2cj282017117 visited
44 43
台灣資料科學愛好者年會httpdatascitw20152017117 visited依著作權法第465265條主張合理使用
版權聲明
3
Engagement and Exploration
Standing face-to-face
Physical distance
Hand gesture posture
Conversation patterns
Frequency of interruptions
4
Computational Social Science
The science that investigates social phenomena through the medium of computing and statistical data processing
5
3 Common Approaches
Macroscope Virtual Lab Empirical Modeling
6
APPROACHES1 MACROSCOPE 2 VIRTUAL LAB3 EMPIRICAL MODELING
7
WE ARE WHAT WE SAY
Linguistics
Schwartz H Andrew et al Personality gender and age in the language of social media The open-vocabulary approach PloS one 89 (2013) e73791
Macroscope
8
Dataset
700 million words phrases and topic instances collected from 75000 volunteersrsquo FB posts
Record usersrsquo personality (5-factor) gender and age
9
What Words Do You Use
male
female
10
How Old Are You
13 - 18
19 - 22
23 - 29
30 - 65
11
Personality Traits
Extraversion
Introversion
12
Topics Across 4 Age-groups
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013orH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal Achal Shah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungar
13
Warm and Negative Words
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013orH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungar
14
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013orH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal Achal Shah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungar
Usage of ldquoIrdquo amp ldquoWerdquo
Huge-volume data + simple analysis crystal clear language use patterns
15
APPROACHES1 MACROSCOPE 2 VIRTUAL LAB3 EMPIRICAL MODELING
16
APPROACHES1 MACROSCOPE 2 VIRTUAL LAB3 EMPIRICAL MODELING
17
Empirical Modeling
Traditional mathematical or computational modelingTends to rely on many often unrealistic assumptions
Not generally tested in detail against data
Result is proliferation of models that exist in parallel and are often incompatible with each other
New sourcesscales of data allow both to learntest models and also calibrate them
Observations Models Lab Field Observations
18
PREDICTION OF COUNTY-LEVEL HEART DISEASE MORTALITY
19
Prediction Accuracy
20
21
22
Language Use in Tweets
23
Social media opens up a new window of what humans actually feel and think
24
YOU ARE WHAT YOU LIKE
Social Psychology
Empirical Modeling
Kosinski Michal David Stillwell and Thore Graepel Private traits and attributes are predictable from digital records of human behavior Proceedings of the National Academy of Sciences 11015 (2013) 5802-5805
25
Personality Prediction
Personality traitsGender age relationship status friends
Sexual orientation ethnicity religion political inclination
Addictive substances (alcohol drugs cigarette) parental separation
IQ 5-Factor model satisfaction with Life
26
Data Collection
9939220 Likes (55814 unique ones) from 58466 Facebook volunteers
Sports
Music
Books
Restaurants
Popular websites
27
Ground truth
Political Inclination
Sexual Orientation
Democrat Republican
Democratic GOP (Grand Old Party)
Democratic Party Republican Party
Homosexual Heterosexual
1 0 1 0
28
Ground truth
5-Factor ModelOpenness
Conscientiousness
Extraversion
Agreeableness
Stability
29
Ground truth
Satisfaction with Life (SWL)
30
Methodology
User-Like matrix dimension reduction Singular Value Decomposition (SVD)
Prediction models Logistic Regression amp Linear Regression
31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11 Author Michal Kosinski David Stillwell and Thore Graepel
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11 Author Michal Kosinski David Stillwell and Thore Graepel
Prediction ResultsSolid Pearson corr coef between pred amp actual valuesTransparent baseline acc of the questionnaire in terms of test-retest reliability
32
Discriminative Likes (1)
因版權疑慮移除相關資料
33
Discriminative Likes (2)
因版權疑慮移除相關資料
34
Discriminative Likes (3)
因版權疑慮移除相關資料
35
Likes are Culture-Dependent (1)
男
卡提諾正妹抱報 Catworld小舖
女
Garena《英雄聯盟 LOL》 QUEEN FASHION SHOP
遊戲大亂鬥 范范范瑋琪
Garena-TW 撿便宜特賣會
好色龍 衣芙日系
放棄治療 王大陸
這樣變型男 就愛網拍特賣會
Taipei Assassins (台北暗殺星) 86小舖商城
你為什麼要放棄治療呢 HH先生
Toyz LOVFEE
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
36
Likes are Culture-Dependent (2)
已婚
嬰兒與母親懷孕生產情報站 學生愛打工
未婚
味全 MyWei Duncan
Estee Lauder Taiwan 雅詩蘭黛 林俊傑 JJ Lin
光泉HOT鮮奶 Cherng
舒潔溫柔心感動 Byebyechuchu
綠巨人 Dcard
AVON Taiwan 雅芳粉絲團 田馥甄 Hebe
人人玩遊戲 彭于晏 Eddie Peng
Creative Baby - 台灣 Dorothy
阿默典藏蛋糕 韋禮安Weibird
Can we have real privacy on social mediaUnprecedented opportunity to observe individuals in a
society
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
別讓大數據變玄學
37
2016-03-08 0254經濟日報陳昇瑋
陳昇瑋 從資料科學到人工智慧
Big data vs Machine learning vs AI
Big data 3Vs
Machine learning ldquoA field of study that gives computers the ability to
learn without being explicitly programmed
Artificial intelligence
Turning test
38
真人
機器
Room 1Room 2
陳昇瑋 從資料科學到人工智慧 39
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 40
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 41
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 42
如同精靈寶可夢需要有訓練師才能發揮能力擁有大數據
後我們也需要很多很多的機器學習專家(人稱「AI 訓練
師」)才能讓我們手中的大數據真正發揮價值
擁抱資料但別錯過 AI
陳昇瑋
台灣資料科學協會中央研究院資訊科學研究所
43
陳昇瑋 從資料科學到人工智慧
44
版權聲明
序 頁 作品 版權標章 作者來源
1 1Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
2 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo July 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
3 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo uly 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
4 3hbrorg ldquoThe New Science of Building Great Teamsrdquo by Alex Sandy Pentland FROM THE APRIL 2012 ISSUE 428httpshbrorg201204the-new-science-of-building-great-teams2017117 visited 依著作權法第465265條主張合理使用
556
7
Max pixel httpmaxpixelfreegreatpicturecomThumb-Hand-Viewing-Magnifying-Glass-Magnification-642672017117 visited
6 5
Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
45
版權聲明
序 頁 作品 版權標章 作者來源
7 5Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
8 8
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
9 9
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
10 10
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
11 11
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
12 12
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
46
版權聲明
序 頁 作品 版權標章 作者來源
13 13
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
14 14
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
15 15Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited 依著作權法第465265條主張合理使用
16 16Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
17 18publicdomainpicturesnet Rf Vectorscomhttpwwwpublicdomainpicturesnetview-imagephpimage=581962017117 visited
18 18Wikimedia Commons AngelushttpscommonswikimediaorgwikiFileStub_doctorssvg2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
47
版權聲明
序 頁 作品 版權標章 作者來源
19 19
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
20202
1
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
21 22
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
22 22
The Authentic Happiness website ldquoPositive Psychology Theoryrdquohttpswwwauthentichappinesssasupennedulearn2017117 visited依著作權法第465265條主張合理使用
23 23
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
24 24Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
48
版權聲明
序 頁 作品 版權標章 作者來源
25 25Flickr Global PanoramatheglobalpanoramahttpsflickrpqbqQQk2017117 visited
26 26MaxpixelhttpmaxpixelfreegreatpicturecomHuman-Funny-Isolated-Holding-Female-Eye-Glass-156992017117 visited
27 26MaxpixelhttpmaxpixelfreegreatpicturecomFigures-Workers-Toys-Hauling-Dolls-Scoop-Broom-780022017117 visited
28 28
International Personality Item PoolhttpipiporiorgNew_IPIP-50-item-scalehtm2017117 visited依著作權法第465265條主張合理使用
29 29
midssorgldquoThe Satisfaction with Life Scale (SWL)rdquo Pavot W amp Diener E Files Scalehttpwwwmidssorgcontentsatisfaction-life-scale-swl2017117 visited依著作權法第465265條主張合理使用
30 30
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
49
版權聲明
序 頁 作品 版權標章 作者來源
31 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
32 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
33 35 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
34 36 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
35 37
Facebook Dan Arielyhttpswwwfacebookcomdanarielyposts9043835958682017117 visited依著作權法第465265條主張合理使用
36 37
經濟日報 ldquo別讓大數據變玄學rdquo 2016-03-08 0254經濟日報陳昇瑋httpmoneyudncommoneystory562915481412017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
50
版權聲明
序 頁 作品 版權標章 作者來源
37 38publicdomainpicturesnet Dawn Hudsonhttpwwwpublicdomainpicturesnetview-imagephpimage=134740amppicture=computer-guy2017117 visited
38 38Flickr Steve WOCinTech ChatwocintechchatcomhttpsflickrpER8emC2017117 visited
39 38Wikimedia Commons PaulVernon1974httpscommonswikimediaorgwikiFileAcornArchimedes-Wikijpg2017117 visited
40 39 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
41 40 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
42 41 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
版權聲明
陳昇瑋 從資料科學到人工智慧
51
版權聲明
序 頁 作品 版權標章 作者來源
43 42Flickr Saad AkhtarSaadAkhtarhttpsflickrp2cj282017117 visited
44 43
台灣資料科學愛好者年會httpdatascitw20152017117 visited依著作權法第465265條主張合理使用
版權聲明
4
Computational Social Science
The science that investigates social phenomena through the medium of computing and statistical data processing
5
3 Common Approaches
Macroscope Virtual Lab Empirical Modeling
6
APPROACHES1 MACROSCOPE 2 VIRTUAL LAB3 EMPIRICAL MODELING
7
WE ARE WHAT WE SAY
Linguistics
Schwartz H Andrew et al Personality gender and age in the language of social media The open-vocabulary approach PloS one 89 (2013) e73791
Macroscope
8
Dataset
700 million words phrases and topic instances collected from 75000 volunteersrsquo FB posts
Record usersrsquo personality (5-factor) gender and age
9
What Words Do You Use
male
female
10
How Old Are You
13 - 18
19 - 22
23 - 29
30 - 65
11
Personality Traits
Extraversion
Introversion
12
Topics Across 4 Age-groups
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013orH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal Achal Shah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungar
13
Warm and Negative Words
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013orH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungar
14
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013orH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal Achal Shah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungar
Usage of ldquoIrdquo amp ldquoWerdquo
Huge-volume data + simple analysis crystal clear language use patterns
15
APPROACHES1 MACROSCOPE 2 VIRTUAL LAB3 EMPIRICAL MODELING
16
APPROACHES1 MACROSCOPE 2 VIRTUAL LAB3 EMPIRICAL MODELING
17
Empirical Modeling
Traditional mathematical or computational modelingTends to rely on many often unrealistic assumptions
Not generally tested in detail against data
Result is proliferation of models that exist in parallel and are often incompatible with each other
New sourcesscales of data allow both to learntest models and also calibrate them
Observations Models Lab Field Observations
18
PREDICTION OF COUNTY-LEVEL HEART DISEASE MORTALITY
19
Prediction Accuracy
20
21
22
Language Use in Tweets
23
Social media opens up a new window of what humans actually feel and think
24
YOU ARE WHAT YOU LIKE
Social Psychology
Empirical Modeling
Kosinski Michal David Stillwell and Thore Graepel Private traits and attributes are predictable from digital records of human behavior Proceedings of the National Academy of Sciences 11015 (2013) 5802-5805
25
Personality Prediction
Personality traitsGender age relationship status friends
Sexual orientation ethnicity religion political inclination
Addictive substances (alcohol drugs cigarette) parental separation
IQ 5-Factor model satisfaction with Life
26
Data Collection
9939220 Likes (55814 unique ones) from 58466 Facebook volunteers
Sports
Music
Books
Restaurants
Popular websites
27
Ground truth
Political Inclination
Sexual Orientation
Democrat Republican
Democratic GOP (Grand Old Party)
Democratic Party Republican Party
Homosexual Heterosexual
1 0 1 0
28
Ground truth
5-Factor ModelOpenness
Conscientiousness
Extraversion
Agreeableness
Stability
29
Ground truth
Satisfaction with Life (SWL)
30
Methodology
User-Like matrix dimension reduction Singular Value Decomposition (SVD)
Prediction models Logistic Regression amp Linear Regression
31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11 Author Michal Kosinski David Stillwell and Thore Graepel
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11 Author Michal Kosinski David Stillwell and Thore Graepel
Prediction ResultsSolid Pearson corr coef between pred amp actual valuesTransparent baseline acc of the questionnaire in terms of test-retest reliability
32
Discriminative Likes (1)
因版權疑慮移除相關資料
33
Discriminative Likes (2)
因版權疑慮移除相關資料
34
Discriminative Likes (3)
因版權疑慮移除相關資料
35
Likes are Culture-Dependent (1)
男
卡提諾正妹抱報 Catworld小舖
女
Garena《英雄聯盟 LOL》 QUEEN FASHION SHOP
遊戲大亂鬥 范范范瑋琪
Garena-TW 撿便宜特賣會
好色龍 衣芙日系
放棄治療 王大陸
這樣變型男 就愛網拍特賣會
Taipei Assassins (台北暗殺星) 86小舖商城
你為什麼要放棄治療呢 HH先生
Toyz LOVFEE
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
36
Likes are Culture-Dependent (2)
已婚
嬰兒與母親懷孕生產情報站 學生愛打工
未婚
味全 MyWei Duncan
Estee Lauder Taiwan 雅詩蘭黛 林俊傑 JJ Lin
光泉HOT鮮奶 Cherng
舒潔溫柔心感動 Byebyechuchu
綠巨人 Dcard
AVON Taiwan 雅芳粉絲團 田馥甄 Hebe
人人玩遊戲 彭于晏 Eddie Peng
Creative Baby - 台灣 Dorothy
阿默典藏蛋糕 韋禮安Weibird
Can we have real privacy on social mediaUnprecedented opportunity to observe individuals in a
society
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
別讓大數據變玄學
37
2016-03-08 0254經濟日報陳昇瑋
陳昇瑋 從資料科學到人工智慧
Big data vs Machine learning vs AI
Big data 3Vs
Machine learning ldquoA field of study that gives computers the ability to
learn without being explicitly programmed
Artificial intelligence
Turning test
38
真人
機器
Room 1Room 2
陳昇瑋 從資料科學到人工智慧 39
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 40
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 41
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 42
如同精靈寶可夢需要有訓練師才能發揮能力擁有大數據
後我們也需要很多很多的機器學習專家(人稱「AI 訓練
師」)才能讓我們手中的大數據真正發揮價值
擁抱資料但別錯過 AI
陳昇瑋
台灣資料科學協會中央研究院資訊科學研究所
43
陳昇瑋 從資料科學到人工智慧
44
版權聲明
序 頁 作品 版權標章 作者來源
1 1Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
2 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo July 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
3 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo uly 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
4 3hbrorg ldquoThe New Science of Building Great Teamsrdquo by Alex Sandy Pentland FROM THE APRIL 2012 ISSUE 428httpshbrorg201204the-new-science-of-building-great-teams2017117 visited 依著作權法第465265條主張合理使用
556
7
Max pixel httpmaxpixelfreegreatpicturecomThumb-Hand-Viewing-Magnifying-Glass-Magnification-642672017117 visited
6 5
Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
45
版權聲明
序 頁 作品 版權標章 作者來源
7 5Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
8 8
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
9 9
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
10 10
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
11 11
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
12 12
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
46
版權聲明
序 頁 作品 版權標章 作者來源
13 13
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
14 14
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
15 15Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited 依著作權法第465265條主張合理使用
16 16Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
17 18publicdomainpicturesnet Rf Vectorscomhttpwwwpublicdomainpicturesnetview-imagephpimage=581962017117 visited
18 18Wikimedia Commons AngelushttpscommonswikimediaorgwikiFileStub_doctorssvg2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
47
版權聲明
序 頁 作品 版權標章 作者來源
19 19
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
20202
1
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
21 22
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
22 22
The Authentic Happiness website ldquoPositive Psychology Theoryrdquohttpswwwauthentichappinesssasupennedulearn2017117 visited依著作權法第465265條主張合理使用
23 23
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
24 24Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
48
版權聲明
序 頁 作品 版權標章 作者來源
25 25Flickr Global PanoramatheglobalpanoramahttpsflickrpqbqQQk2017117 visited
26 26MaxpixelhttpmaxpixelfreegreatpicturecomHuman-Funny-Isolated-Holding-Female-Eye-Glass-156992017117 visited
27 26MaxpixelhttpmaxpixelfreegreatpicturecomFigures-Workers-Toys-Hauling-Dolls-Scoop-Broom-780022017117 visited
28 28
International Personality Item PoolhttpipiporiorgNew_IPIP-50-item-scalehtm2017117 visited依著作權法第465265條主張合理使用
29 29
midssorgldquoThe Satisfaction with Life Scale (SWL)rdquo Pavot W amp Diener E Files Scalehttpwwwmidssorgcontentsatisfaction-life-scale-swl2017117 visited依著作權法第465265條主張合理使用
30 30
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
49
版權聲明
序 頁 作品 版權標章 作者來源
31 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
32 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
33 35 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
34 36 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
35 37
Facebook Dan Arielyhttpswwwfacebookcomdanarielyposts9043835958682017117 visited依著作權法第465265條主張合理使用
36 37
經濟日報 ldquo別讓大數據變玄學rdquo 2016-03-08 0254經濟日報陳昇瑋httpmoneyudncommoneystory562915481412017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
50
版權聲明
序 頁 作品 版權標章 作者來源
37 38publicdomainpicturesnet Dawn Hudsonhttpwwwpublicdomainpicturesnetview-imagephpimage=134740amppicture=computer-guy2017117 visited
38 38Flickr Steve WOCinTech ChatwocintechchatcomhttpsflickrpER8emC2017117 visited
39 38Wikimedia Commons PaulVernon1974httpscommonswikimediaorgwikiFileAcornArchimedes-Wikijpg2017117 visited
40 39 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
41 40 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
42 41 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
版權聲明
陳昇瑋 從資料科學到人工智慧
51
版權聲明
序 頁 作品 版權標章 作者來源
43 42Flickr Saad AkhtarSaadAkhtarhttpsflickrp2cj282017117 visited
44 43
台灣資料科學愛好者年會httpdatascitw20152017117 visited依著作權法第465265條主張合理使用
版權聲明
5
3 Common Approaches
Macroscope Virtual Lab Empirical Modeling
6
APPROACHES1 MACROSCOPE 2 VIRTUAL LAB3 EMPIRICAL MODELING
7
WE ARE WHAT WE SAY
Linguistics
Schwartz H Andrew et al Personality gender and age in the language of social media The open-vocabulary approach PloS one 89 (2013) e73791
Macroscope
8
Dataset
700 million words phrases and topic instances collected from 75000 volunteersrsquo FB posts
Record usersrsquo personality (5-factor) gender and age
9
What Words Do You Use
male
female
10
How Old Are You
13 - 18
19 - 22
23 - 29
30 - 65
11
Personality Traits
Extraversion
Introversion
12
Topics Across 4 Age-groups
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013orH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal Achal Shah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungar
13
Warm and Negative Words
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013orH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungar
14
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013orH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal Achal Shah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungar
Usage of ldquoIrdquo amp ldquoWerdquo
Huge-volume data + simple analysis crystal clear language use patterns
15
APPROACHES1 MACROSCOPE 2 VIRTUAL LAB3 EMPIRICAL MODELING
16
APPROACHES1 MACROSCOPE 2 VIRTUAL LAB3 EMPIRICAL MODELING
17
Empirical Modeling
Traditional mathematical or computational modelingTends to rely on many often unrealistic assumptions
Not generally tested in detail against data
Result is proliferation of models that exist in parallel and are often incompatible with each other
New sourcesscales of data allow both to learntest models and also calibrate them
Observations Models Lab Field Observations
18
PREDICTION OF COUNTY-LEVEL HEART DISEASE MORTALITY
19
Prediction Accuracy
20
21
22
Language Use in Tweets
23
Social media opens up a new window of what humans actually feel and think
24
YOU ARE WHAT YOU LIKE
Social Psychology
Empirical Modeling
Kosinski Michal David Stillwell and Thore Graepel Private traits and attributes are predictable from digital records of human behavior Proceedings of the National Academy of Sciences 11015 (2013) 5802-5805
25
Personality Prediction
Personality traitsGender age relationship status friends
Sexual orientation ethnicity religion political inclination
Addictive substances (alcohol drugs cigarette) parental separation
IQ 5-Factor model satisfaction with Life
26
Data Collection
9939220 Likes (55814 unique ones) from 58466 Facebook volunteers
Sports
Music
Books
Restaurants
Popular websites
27
Ground truth
Political Inclination
Sexual Orientation
Democrat Republican
Democratic GOP (Grand Old Party)
Democratic Party Republican Party
Homosexual Heterosexual
1 0 1 0
28
Ground truth
5-Factor ModelOpenness
Conscientiousness
Extraversion
Agreeableness
Stability
29
Ground truth
Satisfaction with Life (SWL)
30
Methodology
User-Like matrix dimension reduction Singular Value Decomposition (SVD)
Prediction models Logistic Regression amp Linear Regression
31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11 Author Michal Kosinski David Stillwell and Thore Graepel
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11 Author Michal Kosinski David Stillwell and Thore Graepel
Prediction ResultsSolid Pearson corr coef between pred amp actual valuesTransparent baseline acc of the questionnaire in terms of test-retest reliability
32
Discriminative Likes (1)
因版權疑慮移除相關資料
33
Discriminative Likes (2)
因版權疑慮移除相關資料
34
Discriminative Likes (3)
因版權疑慮移除相關資料
35
Likes are Culture-Dependent (1)
男
卡提諾正妹抱報 Catworld小舖
女
Garena《英雄聯盟 LOL》 QUEEN FASHION SHOP
遊戲大亂鬥 范范范瑋琪
Garena-TW 撿便宜特賣會
好色龍 衣芙日系
放棄治療 王大陸
這樣變型男 就愛網拍特賣會
Taipei Assassins (台北暗殺星) 86小舖商城
你為什麼要放棄治療呢 HH先生
Toyz LOVFEE
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
36
Likes are Culture-Dependent (2)
已婚
嬰兒與母親懷孕生產情報站 學生愛打工
未婚
味全 MyWei Duncan
Estee Lauder Taiwan 雅詩蘭黛 林俊傑 JJ Lin
光泉HOT鮮奶 Cherng
舒潔溫柔心感動 Byebyechuchu
綠巨人 Dcard
AVON Taiwan 雅芳粉絲團 田馥甄 Hebe
人人玩遊戲 彭于晏 Eddie Peng
Creative Baby - 台灣 Dorothy
阿默典藏蛋糕 韋禮安Weibird
Can we have real privacy on social mediaUnprecedented opportunity to observe individuals in a
society
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
別讓大數據變玄學
37
2016-03-08 0254經濟日報陳昇瑋
陳昇瑋 從資料科學到人工智慧
Big data vs Machine learning vs AI
Big data 3Vs
Machine learning ldquoA field of study that gives computers the ability to
learn without being explicitly programmed
Artificial intelligence
Turning test
38
真人
機器
Room 1Room 2
陳昇瑋 從資料科學到人工智慧 39
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 40
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 41
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 42
如同精靈寶可夢需要有訓練師才能發揮能力擁有大數據
後我們也需要很多很多的機器學習專家(人稱「AI 訓練
師」)才能讓我們手中的大數據真正發揮價值
擁抱資料但別錯過 AI
陳昇瑋
台灣資料科學協會中央研究院資訊科學研究所
43
陳昇瑋 從資料科學到人工智慧
44
版權聲明
序 頁 作品 版權標章 作者來源
1 1Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
2 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo July 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
3 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo uly 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
4 3hbrorg ldquoThe New Science of Building Great Teamsrdquo by Alex Sandy Pentland FROM THE APRIL 2012 ISSUE 428httpshbrorg201204the-new-science-of-building-great-teams2017117 visited 依著作權法第465265條主張合理使用
556
7
Max pixel httpmaxpixelfreegreatpicturecomThumb-Hand-Viewing-Magnifying-Glass-Magnification-642672017117 visited
6 5
Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
45
版權聲明
序 頁 作品 版權標章 作者來源
7 5Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
8 8
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
9 9
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
10 10
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
11 11
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
12 12
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
46
版權聲明
序 頁 作品 版權標章 作者來源
13 13
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
14 14
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
15 15Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited 依著作權法第465265條主張合理使用
16 16Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
17 18publicdomainpicturesnet Rf Vectorscomhttpwwwpublicdomainpicturesnetview-imagephpimage=581962017117 visited
18 18Wikimedia Commons AngelushttpscommonswikimediaorgwikiFileStub_doctorssvg2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
47
版權聲明
序 頁 作品 版權標章 作者來源
19 19
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
20202
1
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
21 22
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
22 22
The Authentic Happiness website ldquoPositive Psychology Theoryrdquohttpswwwauthentichappinesssasupennedulearn2017117 visited依著作權法第465265條主張合理使用
23 23
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
24 24Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
48
版權聲明
序 頁 作品 版權標章 作者來源
25 25Flickr Global PanoramatheglobalpanoramahttpsflickrpqbqQQk2017117 visited
26 26MaxpixelhttpmaxpixelfreegreatpicturecomHuman-Funny-Isolated-Holding-Female-Eye-Glass-156992017117 visited
27 26MaxpixelhttpmaxpixelfreegreatpicturecomFigures-Workers-Toys-Hauling-Dolls-Scoop-Broom-780022017117 visited
28 28
International Personality Item PoolhttpipiporiorgNew_IPIP-50-item-scalehtm2017117 visited依著作權法第465265條主張合理使用
29 29
midssorgldquoThe Satisfaction with Life Scale (SWL)rdquo Pavot W amp Diener E Files Scalehttpwwwmidssorgcontentsatisfaction-life-scale-swl2017117 visited依著作權法第465265條主張合理使用
30 30
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
49
版權聲明
序 頁 作品 版權標章 作者來源
31 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
32 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
33 35 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
34 36 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
35 37
Facebook Dan Arielyhttpswwwfacebookcomdanarielyposts9043835958682017117 visited依著作權法第465265條主張合理使用
36 37
經濟日報 ldquo別讓大數據變玄學rdquo 2016-03-08 0254經濟日報陳昇瑋httpmoneyudncommoneystory562915481412017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
50
版權聲明
序 頁 作品 版權標章 作者來源
37 38publicdomainpicturesnet Dawn Hudsonhttpwwwpublicdomainpicturesnetview-imagephpimage=134740amppicture=computer-guy2017117 visited
38 38Flickr Steve WOCinTech ChatwocintechchatcomhttpsflickrpER8emC2017117 visited
39 38Wikimedia Commons PaulVernon1974httpscommonswikimediaorgwikiFileAcornArchimedes-Wikijpg2017117 visited
40 39 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
41 40 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
42 41 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
版權聲明
陳昇瑋 從資料科學到人工智慧
51
版權聲明
序 頁 作品 版權標章 作者來源
43 42Flickr Saad AkhtarSaadAkhtarhttpsflickrp2cj282017117 visited
44 43
台灣資料科學愛好者年會httpdatascitw20152017117 visited依著作權法第465265條主張合理使用
版權聲明
6
APPROACHES1 MACROSCOPE 2 VIRTUAL LAB3 EMPIRICAL MODELING
7
WE ARE WHAT WE SAY
Linguistics
Schwartz H Andrew et al Personality gender and age in the language of social media The open-vocabulary approach PloS one 89 (2013) e73791
Macroscope
8
Dataset
700 million words phrases and topic instances collected from 75000 volunteersrsquo FB posts
Record usersrsquo personality (5-factor) gender and age
9
What Words Do You Use
male
female
10
How Old Are You
13 - 18
19 - 22
23 - 29
30 - 65
11
Personality Traits
Extraversion
Introversion
12
Topics Across 4 Age-groups
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013orH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal Achal Shah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungar
13
Warm and Negative Words
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013orH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungar
14
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013orH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal Achal Shah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungar
Usage of ldquoIrdquo amp ldquoWerdquo
Huge-volume data + simple analysis crystal clear language use patterns
15
APPROACHES1 MACROSCOPE 2 VIRTUAL LAB3 EMPIRICAL MODELING
16
APPROACHES1 MACROSCOPE 2 VIRTUAL LAB3 EMPIRICAL MODELING
17
Empirical Modeling
Traditional mathematical or computational modelingTends to rely on many often unrealistic assumptions
Not generally tested in detail against data
Result is proliferation of models that exist in parallel and are often incompatible with each other
New sourcesscales of data allow both to learntest models and also calibrate them
Observations Models Lab Field Observations
18
PREDICTION OF COUNTY-LEVEL HEART DISEASE MORTALITY
19
Prediction Accuracy
20
21
22
Language Use in Tweets
23
Social media opens up a new window of what humans actually feel and think
24
YOU ARE WHAT YOU LIKE
Social Psychology
Empirical Modeling
Kosinski Michal David Stillwell and Thore Graepel Private traits and attributes are predictable from digital records of human behavior Proceedings of the National Academy of Sciences 11015 (2013) 5802-5805
25
Personality Prediction
Personality traitsGender age relationship status friends
Sexual orientation ethnicity religion political inclination
Addictive substances (alcohol drugs cigarette) parental separation
IQ 5-Factor model satisfaction with Life
26
Data Collection
9939220 Likes (55814 unique ones) from 58466 Facebook volunteers
Sports
Music
Books
Restaurants
Popular websites
27
Ground truth
Political Inclination
Sexual Orientation
Democrat Republican
Democratic GOP (Grand Old Party)
Democratic Party Republican Party
Homosexual Heterosexual
1 0 1 0
28
Ground truth
5-Factor ModelOpenness
Conscientiousness
Extraversion
Agreeableness
Stability
29
Ground truth
Satisfaction with Life (SWL)
30
Methodology
User-Like matrix dimension reduction Singular Value Decomposition (SVD)
Prediction models Logistic Regression amp Linear Regression
31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11 Author Michal Kosinski David Stillwell and Thore Graepel
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11 Author Michal Kosinski David Stillwell and Thore Graepel
Prediction ResultsSolid Pearson corr coef between pred amp actual valuesTransparent baseline acc of the questionnaire in terms of test-retest reliability
32
Discriminative Likes (1)
因版權疑慮移除相關資料
33
Discriminative Likes (2)
因版權疑慮移除相關資料
34
Discriminative Likes (3)
因版權疑慮移除相關資料
35
Likes are Culture-Dependent (1)
男
卡提諾正妹抱報 Catworld小舖
女
Garena《英雄聯盟 LOL》 QUEEN FASHION SHOP
遊戲大亂鬥 范范范瑋琪
Garena-TW 撿便宜特賣會
好色龍 衣芙日系
放棄治療 王大陸
這樣變型男 就愛網拍特賣會
Taipei Assassins (台北暗殺星) 86小舖商城
你為什麼要放棄治療呢 HH先生
Toyz LOVFEE
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
36
Likes are Culture-Dependent (2)
已婚
嬰兒與母親懷孕生產情報站 學生愛打工
未婚
味全 MyWei Duncan
Estee Lauder Taiwan 雅詩蘭黛 林俊傑 JJ Lin
光泉HOT鮮奶 Cherng
舒潔溫柔心感動 Byebyechuchu
綠巨人 Dcard
AVON Taiwan 雅芳粉絲團 田馥甄 Hebe
人人玩遊戲 彭于晏 Eddie Peng
Creative Baby - 台灣 Dorothy
阿默典藏蛋糕 韋禮安Weibird
Can we have real privacy on social mediaUnprecedented opportunity to observe individuals in a
society
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
別讓大數據變玄學
37
2016-03-08 0254經濟日報陳昇瑋
陳昇瑋 從資料科學到人工智慧
Big data vs Machine learning vs AI
Big data 3Vs
Machine learning ldquoA field of study that gives computers the ability to
learn without being explicitly programmed
Artificial intelligence
Turning test
38
真人
機器
Room 1Room 2
陳昇瑋 從資料科學到人工智慧 39
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 40
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 41
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 42
如同精靈寶可夢需要有訓練師才能發揮能力擁有大數據
後我們也需要很多很多的機器學習專家(人稱「AI 訓練
師」)才能讓我們手中的大數據真正發揮價值
擁抱資料但別錯過 AI
陳昇瑋
台灣資料科學協會中央研究院資訊科學研究所
43
陳昇瑋 從資料科學到人工智慧
44
版權聲明
序 頁 作品 版權標章 作者來源
1 1Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
2 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo July 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
3 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo uly 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
4 3hbrorg ldquoThe New Science of Building Great Teamsrdquo by Alex Sandy Pentland FROM THE APRIL 2012 ISSUE 428httpshbrorg201204the-new-science-of-building-great-teams2017117 visited 依著作權法第465265條主張合理使用
556
7
Max pixel httpmaxpixelfreegreatpicturecomThumb-Hand-Viewing-Magnifying-Glass-Magnification-642672017117 visited
6 5
Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
45
版權聲明
序 頁 作品 版權標章 作者來源
7 5Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
8 8
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
9 9
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
10 10
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
11 11
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
12 12
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
46
版權聲明
序 頁 作品 版權標章 作者來源
13 13
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
14 14
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
15 15Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited 依著作權法第465265條主張合理使用
16 16Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
17 18publicdomainpicturesnet Rf Vectorscomhttpwwwpublicdomainpicturesnetview-imagephpimage=581962017117 visited
18 18Wikimedia Commons AngelushttpscommonswikimediaorgwikiFileStub_doctorssvg2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
47
版權聲明
序 頁 作品 版權標章 作者來源
19 19
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
20202
1
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
21 22
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
22 22
The Authentic Happiness website ldquoPositive Psychology Theoryrdquohttpswwwauthentichappinesssasupennedulearn2017117 visited依著作權法第465265條主張合理使用
23 23
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
24 24Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
48
版權聲明
序 頁 作品 版權標章 作者來源
25 25Flickr Global PanoramatheglobalpanoramahttpsflickrpqbqQQk2017117 visited
26 26MaxpixelhttpmaxpixelfreegreatpicturecomHuman-Funny-Isolated-Holding-Female-Eye-Glass-156992017117 visited
27 26MaxpixelhttpmaxpixelfreegreatpicturecomFigures-Workers-Toys-Hauling-Dolls-Scoop-Broom-780022017117 visited
28 28
International Personality Item PoolhttpipiporiorgNew_IPIP-50-item-scalehtm2017117 visited依著作權法第465265條主張合理使用
29 29
midssorgldquoThe Satisfaction with Life Scale (SWL)rdquo Pavot W amp Diener E Files Scalehttpwwwmidssorgcontentsatisfaction-life-scale-swl2017117 visited依著作權法第465265條主張合理使用
30 30
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
49
版權聲明
序 頁 作品 版權標章 作者來源
31 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
32 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
33 35 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
34 36 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
35 37
Facebook Dan Arielyhttpswwwfacebookcomdanarielyposts9043835958682017117 visited依著作權法第465265條主張合理使用
36 37
經濟日報 ldquo別讓大數據變玄學rdquo 2016-03-08 0254經濟日報陳昇瑋httpmoneyudncommoneystory562915481412017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
50
版權聲明
序 頁 作品 版權標章 作者來源
37 38publicdomainpicturesnet Dawn Hudsonhttpwwwpublicdomainpicturesnetview-imagephpimage=134740amppicture=computer-guy2017117 visited
38 38Flickr Steve WOCinTech ChatwocintechchatcomhttpsflickrpER8emC2017117 visited
39 38Wikimedia Commons PaulVernon1974httpscommonswikimediaorgwikiFileAcornArchimedes-Wikijpg2017117 visited
40 39 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
41 40 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
42 41 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
版權聲明
陳昇瑋 從資料科學到人工智慧
51
版權聲明
序 頁 作品 版權標章 作者來源
43 42Flickr Saad AkhtarSaadAkhtarhttpsflickrp2cj282017117 visited
44 43
台灣資料科學愛好者年會httpdatascitw20152017117 visited依著作權法第465265條主張合理使用
版權聲明
7
WE ARE WHAT WE SAY
Linguistics
Schwartz H Andrew et al Personality gender and age in the language of social media The open-vocabulary approach PloS one 89 (2013) e73791
Macroscope
8
Dataset
700 million words phrases and topic instances collected from 75000 volunteersrsquo FB posts
Record usersrsquo personality (5-factor) gender and age
9
What Words Do You Use
male
female
10
How Old Are You
13 - 18
19 - 22
23 - 29
30 - 65
11
Personality Traits
Extraversion
Introversion
12
Topics Across 4 Age-groups
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013orH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal Achal Shah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungar
13
Warm and Negative Words
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013orH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungar
14
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013orH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal Achal Shah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungar
Usage of ldquoIrdquo amp ldquoWerdquo
Huge-volume data + simple analysis crystal clear language use patterns
15
APPROACHES1 MACROSCOPE 2 VIRTUAL LAB3 EMPIRICAL MODELING
16
APPROACHES1 MACROSCOPE 2 VIRTUAL LAB3 EMPIRICAL MODELING
17
Empirical Modeling
Traditional mathematical or computational modelingTends to rely on many often unrealistic assumptions
Not generally tested in detail against data
Result is proliferation of models that exist in parallel and are often incompatible with each other
New sourcesscales of data allow both to learntest models and also calibrate them
Observations Models Lab Field Observations
18
PREDICTION OF COUNTY-LEVEL HEART DISEASE MORTALITY
19
Prediction Accuracy
20
21
22
Language Use in Tweets
23
Social media opens up a new window of what humans actually feel and think
24
YOU ARE WHAT YOU LIKE
Social Psychology
Empirical Modeling
Kosinski Michal David Stillwell and Thore Graepel Private traits and attributes are predictable from digital records of human behavior Proceedings of the National Academy of Sciences 11015 (2013) 5802-5805
25
Personality Prediction
Personality traitsGender age relationship status friends
Sexual orientation ethnicity religion political inclination
Addictive substances (alcohol drugs cigarette) parental separation
IQ 5-Factor model satisfaction with Life
26
Data Collection
9939220 Likes (55814 unique ones) from 58466 Facebook volunteers
Sports
Music
Books
Restaurants
Popular websites
27
Ground truth
Political Inclination
Sexual Orientation
Democrat Republican
Democratic GOP (Grand Old Party)
Democratic Party Republican Party
Homosexual Heterosexual
1 0 1 0
28
Ground truth
5-Factor ModelOpenness
Conscientiousness
Extraversion
Agreeableness
Stability
29
Ground truth
Satisfaction with Life (SWL)
30
Methodology
User-Like matrix dimension reduction Singular Value Decomposition (SVD)
Prediction models Logistic Regression amp Linear Regression
31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11 Author Michal Kosinski David Stillwell and Thore Graepel
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11 Author Michal Kosinski David Stillwell and Thore Graepel
Prediction ResultsSolid Pearson corr coef between pred amp actual valuesTransparent baseline acc of the questionnaire in terms of test-retest reliability
32
Discriminative Likes (1)
因版權疑慮移除相關資料
33
Discriminative Likes (2)
因版權疑慮移除相關資料
34
Discriminative Likes (3)
因版權疑慮移除相關資料
35
Likes are Culture-Dependent (1)
男
卡提諾正妹抱報 Catworld小舖
女
Garena《英雄聯盟 LOL》 QUEEN FASHION SHOP
遊戲大亂鬥 范范范瑋琪
Garena-TW 撿便宜特賣會
好色龍 衣芙日系
放棄治療 王大陸
這樣變型男 就愛網拍特賣會
Taipei Assassins (台北暗殺星) 86小舖商城
你為什麼要放棄治療呢 HH先生
Toyz LOVFEE
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
36
Likes are Culture-Dependent (2)
已婚
嬰兒與母親懷孕生產情報站 學生愛打工
未婚
味全 MyWei Duncan
Estee Lauder Taiwan 雅詩蘭黛 林俊傑 JJ Lin
光泉HOT鮮奶 Cherng
舒潔溫柔心感動 Byebyechuchu
綠巨人 Dcard
AVON Taiwan 雅芳粉絲團 田馥甄 Hebe
人人玩遊戲 彭于晏 Eddie Peng
Creative Baby - 台灣 Dorothy
阿默典藏蛋糕 韋禮安Weibird
Can we have real privacy on social mediaUnprecedented opportunity to observe individuals in a
society
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
別讓大數據變玄學
37
2016-03-08 0254經濟日報陳昇瑋
陳昇瑋 從資料科學到人工智慧
Big data vs Machine learning vs AI
Big data 3Vs
Machine learning ldquoA field of study that gives computers the ability to
learn without being explicitly programmed
Artificial intelligence
Turning test
38
真人
機器
Room 1Room 2
陳昇瑋 從資料科學到人工智慧 39
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 40
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 41
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 42
如同精靈寶可夢需要有訓練師才能發揮能力擁有大數據
後我們也需要很多很多的機器學習專家(人稱「AI 訓練
師」)才能讓我們手中的大數據真正發揮價值
擁抱資料但別錯過 AI
陳昇瑋
台灣資料科學協會中央研究院資訊科學研究所
43
陳昇瑋 從資料科學到人工智慧
44
版權聲明
序 頁 作品 版權標章 作者來源
1 1Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
2 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo July 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
3 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo uly 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
4 3hbrorg ldquoThe New Science of Building Great Teamsrdquo by Alex Sandy Pentland FROM THE APRIL 2012 ISSUE 428httpshbrorg201204the-new-science-of-building-great-teams2017117 visited 依著作權法第465265條主張合理使用
556
7
Max pixel httpmaxpixelfreegreatpicturecomThumb-Hand-Viewing-Magnifying-Glass-Magnification-642672017117 visited
6 5
Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
45
版權聲明
序 頁 作品 版權標章 作者來源
7 5Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
8 8
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
9 9
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
10 10
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
11 11
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
12 12
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
46
版權聲明
序 頁 作品 版權標章 作者來源
13 13
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
14 14
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
15 15Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited 依著作權法第465265條主張合理使用
16 16Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
17 18publicdomainpicturesnet Rf Vectorscomhttpwwwpublicdomainpicturesnetview-imagephpimage=581962017117 visited
18 18Wikimedia Commons AngelushttpscommonswikimediaorgwikiFileStub_doctorssvg2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
47
版權聲明
序 頁 作品 版權標章 作者來源
19 19
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
20202
1
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
21 22
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
22 22
The Authentic Happiness website ldquoPositive Psychology Theoryrdquohttpswwwauthentichappinesssasupennedulearn2017117 visited依著作權法第465265條主張合理使用
23 23
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
24 24Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
48
版權聲明
序 頁 作品 版權標章 作者來源
25 25Flickr Global PanoramatheglobalpanoramahttpsflickrpqbqQQk2017117 visited
26 26MaxpixelhttpmaxpixelfreegreatpicturecomHuman-Funny-Isolated-Holding-Female-Eye-Glass-156992017117 visited
27 26MaxpixelhttpmaxpixelfreegreatpicturecomFigures-Workers-Toys-Hauling-Dolls-Scoop-Broom-780022017117 visited
28 28
International Personality Item PoolhttpipiporiorgNew_IPIP-50-item-scalehtm2017117 visited依著作權法第465265條主張合理使用
29 29
midssorgldquoThe Satisfaction with Life Scale (SWL)rdquo Pavot W amp Diener E Files Scalehttpwwwmidssorgcontentsatisfaction-life-scale-swl2017117 visited依著作權法第465265條主張合理使用
30 30
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
49
版權聲明
序 頁 作品 版權標章 作者來源
31 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
32 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
33 35 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
34 36 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
35 37
Facebook Dan Arielyhttpswwwfacebookcomdanarielyposts9043835958682017117 visited依著作權法第465265條主張合理使用
36 37
經濟日報 ldquo別讓大數據變玄學rdquo 2016-03-08 0254經濟日報陳昇瑋httpmoneyudncommoneystory562915481412017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
50
版權聲明
序 頁 作品 版權標章 作者來源
37 38publicdomainpicturesnet Dawn Hudsonhttpwwwpublicdomainpicturesnetview-imagephpimage=134740amppicture=computer-guy2017117 visited
38 38Flickr Steve WOCinTech ChatwocintechchatcomhttpsflickrpER8emC2017117 visited
39 38Wikimedia Commons PaulVernon1974httpscommonswikimediaorgwikiFileAcornArchimedes-Wikijpg2017117 visited
40 39 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
41 40 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
42 41 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
版權聲明
陳昇瑋 從資料科學到人工智慧
51
版權聲明
序 頁 作品 版權標章 作者來源
43 42Flickr Saad AkhtarSaadAkhtarhttpsflickrp2cj282017117 visited
44 43
台灣資料科學愛好者年會httpdatascitw20152017117 visited依著作權法第465265條主張合理使用
版權聲明
8
Dataset
700 million words phrases and topic instances collected from 75000 volunteersrsquo FB posts
Record usersrsquo personality (5-factor) gender and age
9
What Words Do You Use
male
female
10
How Old Are You
13 - 18
19 - 22
23 - 29
30 - 65
11
Personality Traits
Extraversion
Introversion
12
Topics Across 4 Age-groups
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013orH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal Achal Shah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungar
13
Warm and Negative Words
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013orH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungar
14
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013orH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal Achal Shah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungar
Usage of ldquoIrdquo amp ldquoWerdquo
Huge-volume data + simple analysis crystal clear language use patterns
15
APPROACHES1 MACROSCOPE 2 VIRTUAL LAB3 EMPIRICAL MODELING
16
APPROACHES1 MACROSCOPE 2 VIRTUAL LAB3 EMPIRICAL MODELING
17
Empirical Modeling
Traditional mathematical or computational modelingTends to rely on many often unrealistic assumptions
Not generally tested in detail against data
Result is proliferation of models that exist in parallel and are often incompatible with each other
New sourcesscales of data allow both to learntest models and also calibrate them
Observations Models Lab Field Observations
18
PREDICTION OF COUNTY-LEVEL HEART DISEASE MORTALITY
19
Prediction Accuracy
20
21
22
Language Use in Tweets
23
Social media opens up a new window of what humans actually feel and think
24
YOU ARE WHAT YOU LIKE
Social Psychology
Empirical Modeling
Kosinski Michal David Stillwell and Thore Graepel Private traits and attributes are predictable from digital records of human behavior Proceedings of the National Academy of Sciences 11015 (2013) 5802-5805
25
Personality Prediction
Personality traitsGender age relationship status friends
Sexual orientation ethnicity religion political inclination
Addictive substances (alcohol drugs cigarette) parental separation
IQ 5-Factor model satisfaction with Life
26
Data Collection
9939220 Likes (55814 unique ones) from 58466 Facebook volunteers
Sports
Music
Books
Restaurants
Popular websites
27
Ground truth
Political Inclination
Sexual Orientation
Democrat Republican
Democratic GOP (Grand Old Party)
Democratic Party Republican Party
Homosexual Heterosexual
1 0 1 0
28
Ground truth
5-Factor ModelOpenness
Conscientiousness
Extraversion
Agreeableness
Stability
29
Ground truth
Satisfaction with Life (SWL)
30
Methodology
User-Like matrix dimension reduction Singular Value Decomposition (SVD)
Prediction models Logistic Regression amp Linear Regression
31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11 Author Michal Kosinski David Stillwell and Thore Graepel
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11 Author Michal Kosinski David Stillwell and Thore Graepel
Prediction ResultsSolid Pearson corr coef between pred amp actual valuesTransparent baseline acc of the questionnaire in terms of test-retest reliability
32
Discriminative Likes (1)
因版權疑慮移除相關資料
33
Discriminative Likes (2)
因版權疑慮移除相關資料
34
Discriminative Likes (3)
因版權疑慮移除相關資料
35
Likes are Culture-Dependent (1)
男
卡提諾正妹抱報 Catworld小舖
女
Garena《英雄聯盟 LOL》 QUEEN FASHION SHOP
遊戲大亂鬥 范范范瑋琪
Garena-TW 撿便宜特賣會
好色龍 衣芙日系
放棄治療 王大陸
這樣變型男 就愛網拍特賣會
Taipei Assassins (台北暗殺星) 86小舖商城
你為什麼要放棄治療呢 HH先生
Toyz LOVFEE
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
36
Likes are Culture-Dependent (2)
已婚
嬰兒與母親懷孕生產情報站 學生愛打工
未婚
味全 MyWei Duncan
Estee Lauder Taiwan 雅詩蘭黛 林俊傑 JJ Lin
光泉HOT鮮奶 Cherng
舒潔溫柔心感動 Byebyechuchu
綠巨人 Dcard
AVON Taiwan 雅芳粉絲團 田馥甄 Hebe
人人玩遊戲 彭于晏 Eddie Peng
Creative Baby - 台灣 Dorothy
阿默典藏蛋糕 韋禮安Weibird
Can we have real privacy on social mediaUnprecedented opportunity to observe individuals in a
society
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
別讓大數據變玄學
37
2016-03-08 0254經濟日報陳昇瑋
陳昇瑋 從資料科學到人工智慧
Big data vs Machine learning vs AI
Big data 3Vs
Machine learning ldquoA field of study that gives computers the ability to
learn without being explicitly programmed
Artificial intelligence
Turning test
38
真人
機器
Room 1Room 2
陳昇瑋 從資料科學到人工智慧 39
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 40
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 41
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 42
如同精靈寶可夢需要有訓練師才能發揮能力擁有大數據
後我們也需要很多很多的機器學習專家(人稱「AI 訓練
師」)才能讓我們手中的大數據真正發揮價值
擁抱資料但別錯過 AI
陳昇瑋
台灣資料科學協會中央研究院資訊科學研究所
43
陳昇瑋 從資料科學到人工智慧
44
版權聲明
序 頁 作品 版權標章 作者來源
1 1Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
2 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo July 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
3 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo uly 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
4 3hbrorg ldquoThe New Science of Building Great Teamsrdquo by Alex Sandy Pentland FROM THE APRIL 2012 ISSUE 428httpshbrorg201204the-new-science-of-building-great-teams2017117 visited 依著作權法第465265條主張合理使用
556
7
Max pixel httpmaxpixelfreegreatpicturecomThumb-Hand-Viewing-Magnifying-Glass-Magnification-642672017117 visited
6 5
Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
45
版權聲明
序 頁 作品 版權標章 作者來源
7 5Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
8 8
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
9 9
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
10 10
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
11 11
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
12 12
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
46
版權聲明
序 頁 作品 版權標章 作者來源
13 13
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
14 14
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
15 15Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited 依著作權法第465265條主張合理使用
16 16Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
17 18publicdomainpicturesnet Rf Vectorscomhttpwwwpublicdomainpicturesnetview-imagephpimage=581962017117 visited
18 18Wikimedia Commons AngelushttpscommonswikimediaorgwikiFileStub_doctorssvg2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
47
版權聲明
序 頁 作品 版權標章 作者來源
19 19
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
20202
1
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
21 22
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
22 22
The Authentic Happiness website ldquoPositive Psychology Theoryrdquohttpswwwauthentichappinesssasupennedulearn2017117 visited依著作權法第465265條主張合理使用
23 23
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
24 24Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
48
版權聲明
序 頁 作品 版權標章 作者來源
25 25Flickr Global PanoramatheglobalpanoramahttpsflickrpqbqQQk2017117 visited
26 26MaxpixelhttpmaxpixelfreegreatpicturecomHuman-Funny-Isolated-Holding-Female-Eye-Glass-156992017117 visited
27 26MaxpixelhttpmaxpixelfreegreatpicturecomFigures-Workers-Toys-Hauling-Dolls-Scoop-Broom-780022017117 visited
28 28
International Personality Item PoolhttpipiporiorgNew_IPIP-50-item-scalehtm2017117 visited依著作權法第465265條主張合理使用
29 29
midssorgldquoThe Satisfaction with Life Scale (SWL)rdquo Pavot W amp Diener E Files Scalehttpwwwmidssorgcontentsatisfaction-life-scale-swl2017117 visited依著作權法第465265條主張合理使用
30 30
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
49
版權聲明
序 頁 作品 版權標章 作者來源
31 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
32 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
33 35 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
34 36 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
35 37
Facebook Dan Arielyhttpswwwfacebookcomdanarielyposts9043835958682017117 visited依著作權法第465265條主張合理使用
36 37
經濟日報 ldquo別讓大數據變玄學rdquo 2016-03-08 0254經濟日報陳昇瑋httpmoneyudncommoneystory562915481412017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
50
版權聲明
序 頁 作品 版權標章 作者來源
37 38publicdomainpicturesnet Dawn Hudsonhttpwwwpublicdomainpicturesnetview-imagephpimage=134740amppicture=computer-guy2017117 visited
38 38Flickr Steve WOCinTech ChatwocintechchatcomhttpsflickrpER8emC2017117 visited
39 38Wikimedia Commons PaulVernon1974httpscommonswikimediaorgwikiFileAcornArchimedes-Wikijpg2017117 visited
40 39 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
41 40 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
42 41 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
版權聲明
陳昇瑋 從資料科學到人工智慧
51
版權聲明
序 頁 作品 版權標章 作者來源
43 42Flickr Saad AkhtarSaadAkhtarhttpsflickrp2cj282017117 visited
44 43
台灣資料科學愛好者年會httpdatascitw20152017117 visited依著作權法第465265條主張合理使用
版權聲明
9
What Words Do You Use
male
female
10
How Old Are You
13 - 18
19 - 22
23 - 29
30 - 65
11
Personality Traits
Extraversion
Introversion
12
Topics Across 4 Age-groups
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013orH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal Achal Shah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungar
13
Warm and Negative Words
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013orH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungar
14
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013orH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal Achal Shah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungar
Usage of ldquoIrdquo amp ldquoWerdquo
Huge-volume data + simple analysis crystal clear language use patterns
15
APPROACHES1 MACROSCOPE 2 VIRTUAL LAB3 EMPIRICAL MODELING
16
APPROACHES1 MACROSCOPE 2 VIRTUAL LAB3 EMPIRICAL MODELING
17
Empirical Modeling
Traditional mathematical or computational modelingTends to rely on many often unrealistic assumptions
Not generally tested in detail against data
Result is proliferation of models that exist in parallel and are often incompatible with each other
New sourcesscales of data allow both to learntest models and also calibrate them
Observations Models Lab Field Observations
18
PREDICTION OF COUNTY-LEVEL HEART DISEASE MORTALITY
19
Prediction Accuracy
20
21
22
Language Use in Tweets
23
Social media opens up a new window of what humans actually feel and think
24
YOU ARE WHAT YOU LIKE
Social Psychology
Empirical Modeling
Kosinski Michal David Stillwell and Thore Graepel Private traits and attributes are predictable from digital records of human behavior Proceedings of the National Academy of Sciences 11015 (2013) 5802-5805
25
Personality Prediction
Personality traitsGender age relationship status friends
Sexual orientation ethnicity religion political inclination
Addictive substances (alcohol drugs cigarette) parental separation
IQ 5-Factor model satisfaction with Life
26
Data Collection
9939220 Likes (55814 unique ones) from 58466 Facebook volunteers
Sports
Music
Books
Restaurants
Popular websites
27
Ground truth
Political Inclination
Sexual Orientation
Democrat Republican
Democratic GOP (Grand Old Party)
Democratic Party Republican Party
Homosexual Heterosexual
1 0 1 0
28
Ground truth
5-Factor ModelOpenness
Conscientiousness
Extraversion
Agreeableness
Stability
29
Ground truth
Satisfaction with Life (SWL)
30
Methodology
User-Like matrix dimension reduction Singular Value Decomposition (SVD)
Prediction models Logistic Regression amp Linear Regression
31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11 Author Michal Kosinski David Stillwell and Thore Graepel
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11 Author Michal Kosinski David Stillwell and Thore Graepel
Prediction ResultsSolid Pearson corr coef between pred amp actual valuesTransparent baseline acc of the questionnaire in terms of test-retest reliability
32
Discriminative Likes (1)
因版權疑慮移除相關資料
33
Discriminative Likes (2)
因版權疑慮移除相關資料
34
Discriminative Likes (3)
因版權疑慮移除相關資料
35
Likes are Culture-Dependent (1)
男
卡提諾正妹抱報 Catworld小舖
女
Garena《英雄聯盟 LOL》 QUEEN FASHION SHOP
遊戲大亂鬥 范范范瑋琪
Garena-TW 撿便宜特賣會
好色龍 衣芙日系
放棄治療 王大陸
這樣變型男 就愛網拍特賣會
Taipei Assassins (台北暗殺星) 86小舖商城
你為什麼要放棄治療呢 HH先生
Toyz LOVFEE
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
36
Likes are Culture-Dependent (2)
已婚
嬰兒與母親懷孕生產情報站 學生愛打工
未婚
味全 MyWei Duncan
Estee Lauder Taiwan 雅詩蘭黛 林俊傑 JJ Lin
光泉HOT鮮奶 Cherng
舒潔溫柔心感動 Byebyechuchu
綠巨人 Dcard
AVON Taiwan 雅芳粉絲團 田馥甄 Hebe
人人玩遊戲 彭于晏 Eddie Peng
Creative Baby - 台灣 Dorothy
阿默典藏蛋糕 韋禮安Weibird
Can we have real privacy on social mediaUnprecedented opportunity to observe individuals in a
society
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
別讓大數據變玄學
37
2016-03-08 0254經濟日報陳昇瑋
陳昇瑋 從資料科學到人工智慧
Big data vs Machine learning vs AI
Big data 3Vs
Machine learning ldquoA field of study that gives computers the ability to
learn without being explicitly programmed
Artificial intelligence
Turning test
38
真人
機器
Room 1Room 2
陳昇瑋 從資料科學到人工智慧 39
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 40
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 41
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 42
如同精靈寶可夢需要有訓練師才能發揮能力擁有大數據
後我們也需要很多很多的機器學習專家(人稱「AI 訓練
師」)才能讓我們手中的大數據真正發揮價值
擁抱資料但別錯過 AI
陳昇瑋
台灣資料科學協會中央研究院資訊科學研究所
43
陳昇瑋 從資料科學到人工智慧
44
版權聲明
序 頁 作品 版權標章 作者來源
1 1Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
2 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo July 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
3 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo uly 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
4 3hbrorg ldquoThe New Science of Building Great Teamsrdquo by Alex Sandy Pentland FROM THE APRIL 2012 ISSUE 428httpshbrorg201204the-new-science-of-building-great-teams2017117 visited 依著作權法第465265條主張合理使用
556
7
Max pixel httpmaxpixelfreegreatpicturecomThumb-Hand-Viewing-Magnifying-Glass-Magnification-642672017117 visited
6 5
Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
45
版權聲明
序 頁 作品 版權標章 作者來源
7 5Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
8 8
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
9 9
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
10 10
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
11 11
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
12 12
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
46
版權聲明
序 頁 作品 版權標章 作者來源
13 13
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
14 14
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
15 15Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited 依著作權法第465265條主張合理使用
16 16Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
17 18publicdomainpicturesnet Rf Vectorscomhttpwwwpublicdomainpicturesnetview-imagephpimage=581962017117 visited
18 18Wikimedia Commons AngelushttpscommonswikimediaorgwikiFileStub_doctorssvg2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
47
版權聲明
序 頁 作品 版權標章 作者來源
19 19
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
20202
1
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
21 22
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
22 22
The Authentic Happiness website ldquoPositive Psychology Theoryrdquohttpswwwauthentichappinesssasupennedulearn2017117 visited依著作權法第465265條主張合理使用
23 23
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
24 24Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
48
版權聲明
序 頁 作品 版權標章 作者來源
25 25Flickr Global PanoramatheglobalpanoramahttpsflickrpqbqQQk2017117 visited
26 26MaxpixelhttpmaxpixelfreegreatpicturecomHuman-Funny-Isolated-Holding-Female-Eye-Glass-156992017117 visited
27 26MaxpixelhttpmaxpixelfreegreatpicturecomFigures-Workers-Toys-Hauling-Dolls-Scoop-Broom-780022017117 visited
28 28
International Personality Item PoolhttpipiporiorgNew_IPIP-50-item-scalehtm2017117 visited依著作權法第465265條主張合理使用
29 29
midssorgldquoThe Satisfaction with Life Scale (SWL)rdquo Pavot W amp Diener E Files Scalehttpwwwmidssorgcontentsatisfaction-life-scale-swl2017117 visited依著作權法第465265條主張合理使用
30 30
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
49
版權聲明
序 頁 作品 版權標章 作者來源
31 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
32 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
33 35 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
34 36 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
35 37
Facebook Dan Arielyhttpswwwfacebookcomdanarielyposts9043835958682017117 visited依著作權法第465265條主張合理使用
36 37
經濟日報 ldquo別讓大數據變玄學rdquo 2016-03-08 0254經濟日報陳昇瑋httpmoneyudncommoneystory562915481412017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
50
版權聲明
序 頁 作品 版權標章 作者來源
37 38publicdomainpicturesnet Dawn Hudsonhttpwwwpublicdomainpicturesnetview-imagephpimage=134740amppicture=computer-guy2017117 visited
38 38Flickr Steve WOCinTech ChatwocintechchatcomhttpsflickrpER8emC2017117 visited
39 38Wikimedia Commons PaulVernon1974httpscommonswikimediaorgwikiFileAcornArchimedes-Wikijpg2017117 visited
40 39 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
41 40 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
42 41 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
版權聲明
陳昇瑋 從資料科學到人工智慧
51
版權聲明
序 頁 作品 版權標章 作者來源
43 42Flickr Saad AkhtarSaadAkhtarhttpsflickrp2cj282017117 visited
44 43
台灣資料科學愛好者年會httpdatascitw20152017117 visited依著作權法第465265條主張合理使用
版權聲明
10
How Old Are You
13 - 18
19 - 22
23 - 29
30 - 65
11
Personality Traits
Extraversion
Introversion
12
Topics Across 4 Age-groups
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013orH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal Achal Shah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungar
13
Warm and Negative Words
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013orH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungar
14
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013orH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal Achal Shah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungar
Usage of ldquoIrdquo amp ldquoWerdquo
Huge-volume data + simple analysis crystal clear language use patterns
15
APPROACHES1 MACROSCOPE 2 VIRTUAL LAB3 EMPIRICAL MODELING
16
APPROACHES1 MACROSCOPE 2 VIRTUAL LAB3 EMPIRICAL MODELING
17
Empirical Modeling
Traditional mathematical or computational modelingTends to rely on many often unrealistic assumptions
Not generally tested in detail against data
Result is proliferation of models that exist in parallel and are often incompatible with each other
New sourcesscales of data allow both to learntest models and also calibrate them
Observations Models Lab Field Observations
18
PREDICTION OF COUNTY-LEVEL HEART DISEASE MORTALITY
19
Prediction Accuracy
20
21
22
Language Use in Tweets
23
Social media opens up a new window of what humans actually feel and think
24
YOU ARE WHAT YOU LIKE
Social Psychology
Empirical Modeling
Kosinski Michal David Stillwell and Thore Graepel Private traits and attributes are predictable from digital records of human behavior Proceedings of the National Academy of Sciences 11015 (2013) 5802-5805
25
Personality Prediction
Personality traitsGender age relationship status friends
Sexual orientation ethnicity religion political inclination
Addictive substances (alcohol drugs cigarette) parental separation
IQ 5-Factor model satisfaction with Life
26
Data Collection
9939220 Likes (55814 unique ones) from 58466 Facebook volunteers
Sports
Music
Books
Restaurants
Popular websites
27
Ground truth
Political Inclination
Sexual Orientation
Democrat Republican
Democratic GOP (Grand Old Party)
Democratic Party Republican Party
Homosexual Heterosexual
1 0 1 0
28
Ground truth
5-Factor ModelOpenness
Conscientiousness
Extraversion
Agreeableness
Stability
29
Ground truth
Satisfaction with Life (SWL)
30
Methodology
User-Like matrix dimension reduction Singular Value Decomposition (SVD)
Prediction models Logistic Regression amp Linear Regression
31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11 Author Michal Kosinski David Stillwell and Thore Graepel
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11 Author Michal Kosinski David Stillwell and Thore Graepel
Prediction ResultsSolid Pearson corr coef between pred amp actual valuesTransparent baseline acc of the questionnaire in terms of test-retest reliability
32
Discriminative Likes (1)
因版權疑慮移除相關資料
33
Discriminative Likes (2)
因版權疑慮移除相關資料
34
Discriminative Likes (3)
因版權疑慮移除相關資料
35
Likes are Culture-Dependent (1)
男
卡提諾正妹抱報 Catworld小舖
女
Garena《英雄聯盟 LOL》 QUEEN FASHION SHOP
遊戲大亂鬥 范范范瑋琪
Garena-TW 撿便宜特賣會
好色龍 衣芙日系
放棄治療 王大陸
這樣變型男 就愛網拍特賣會
Taipei Assassins (台北暗殺星) 86小舖商城
你為什麼要放棄治療呢 HH先生
Toyz LOVFEE
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
36
Likes are Culture-Dependent (2)
已婚
嬰兒與母親懷孕生產情報站 學生愛打工
未婚
味全 MyWei Duncan
Estee Lauder Taiwan 雅詩蘭黛 林俊傑 JJ Lin
光泉HOT鮮奶 Cherng
舒潔溫柔心感動 Byebyechuchu
綠巨人 Dcard
AVON Taiwan 雅芳粉絲團 田馥甄 Hebe
人人玩遊戲 彭于晏 Eddie Peng
Creative Baby - 台灣 Dorothy
阿默典藏蛋糕 韋禮安Weibird
Can we have real privacy on social mediaUnprecedented opportunity to observe individuals in a
society
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
別讓大數據變玄學
37
2016-03-08 0254經濟日報陳昇瑋
陳昇瑋 從資料科學到人工智慧
Big data vs Machine learning vs AI
Big data 3Vs
Machine learning ldquoA field of study that gives computers the ability to
learn without being explicitly programmed
Artificial intelligence
Turning test
38
真人
機器
Room 1Room 2
陳昇瑋 從資料科學到人工智慧 39
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 40
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 41
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 42
如同精靈寶可夢需要有訓練師才能發揮能力擁有大數據
後我們也需要很多很多的機器學習專家(人稱「AI 訓練
師」)才能讓我們手中的大數據真正發揮價值
擁抱資料但別錯過 AI
陳昇瑋
台灣資料科學協會中央研究院資訊科學研究所
43
陳昇瑋 從資料科學到人工智慧
44
版權聲明
序 頁 作品 版權標章 作者來源
1 1Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
2 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo July 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
3 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo uly 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
4 3hbrorg ldquoThe New Science of Building Great Teamsrdquo by Alex Sandy Pentland FROM THE APRIL 2012 ISSUE 428httpshbrorg201204the-new-science-of-building-great-teams2017117 visited 依著作權法第465265條主張合理使用
556
7
Max pixel httpmaxpixelfreegreatpicturecomThumb-Hand-Viewing-Magnifying-Glass-Magnification-642672017117 visited
6 5
Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
45
版權聲明
序 頁 作品 版權標章 作者來源
7 5Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
8 8
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
9 9
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
10 10
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
11 11
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
12 12
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
46
版權聲明
序 頁 作品 版權標章 作者來源
13 13
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
14 14
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
15 15Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited 依著作權法第465265條主張合理使用
16 16Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
17 18publicdomainpicturesnet Rf Vectorscomhttpwwwpublicdomainpicturesnetview-imagephpimage=581962017117 visited
18 18Wikimedia Commons AngelushttpscommonswikimediaorgwikiFileStub_doctorssvg2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
47
版權聲明
序 頁 作品 版權標章 作者來源
19 19
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
20202
1
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
21 22
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
22 22
The Authentic Happiness website ldquoPositive Psychology Theoryrdquohttpswwwauthentichappinesssasupennedulearn2017117 visited依著作權法第465265條主張合理使用
23 23
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
24 24Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
48
版權聲明
序 頁 作品 版權標章 作者來源
25 25Flickr Global PanoramatheglobalpanoramahttpsflickrpqbqQQk2017117 visited
26 26MaxpixelhttpmaxpixelfreegreatpicturecomHuman-Funny-Isolated-Holding-Female-Eye-Glass-156992017117 visited
27 26MaxpixelhttpmaxpixelfreegreatpicturecomFigures-Workers-Toys-Hauling-Dolls-Scoop-Broom-780022017117 visited
28 28
International Personality Item PoolhttpipiporiorgNew_IPIP-50-item-scalehtm2017117 visited依著作權法第465265條主張合理使用
29 29
midssorgldquoThe Satisfaction with Life Scale (SWL)rdquo Pavot W amp Diener E Files Scalehttpwwwmidssorgcontentsatisfaction-life-scale-swl2017117 visited依著作權法第465265條主張合理使用
30 30
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
49
版權聲明
序 頁 作品 版權標章 作者來源
31 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
32 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
33 35 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
34 36 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
35 37
Facebook Dan Arielyhttpswwwfacebookcomdanarielyposts9043835958682017117 visited依著作權法第465265條主張合理使用
36 37
經濟日報 ldquo別讓大數據變玄學rdquo 2016-03-08 0254經濟日報陳昇瑋httpmoneyudncommoneystory562915481412017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
50
版權聲明
序 頁 作品 版權標章 作者來源
37 38publicdomainpicturesnet Dawn Hudsonhttpwwwpublicdomainpicturesnetview-imagephpimage=134740amppicture=computer-guy2017117 visited
38 38Flickr Steve WOCinTech ChatwocintechchatcomhttpsflickrpER8emC2017117 visited
39 38Wikimedia Commons PaulVernon1974httpscommonswikimediaorgwikiFileAcornArchimedes-Wikijpg2017117 visited
40 39 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
41 40 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
42 41 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
版權聲明
陳昇瑋 從資料科學到人工智慧
51
版權聲明
序 頁 作品 版權標章 作者來源
43 42Flickr Saad AkhtarSaadAkhtarhttpsflickrp2cj282017117 visited
44 43
台灣資料科學愛好者年會httpdatascitw20152017117 visited依著作權法第465265條主張合理使用
版權聲明
11
Personality Traits
Extraversion
Introversion
12
Topics Across 4 Age-groups
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013orH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal Achal Shah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungar
13
Warm and Negative Words
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013orH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungar
14
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013orH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal Achal Shah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungar
Usage of ldquoIrdquo amp ldquoWerdquo
Huge-volume data + simple analysis crystal clear language use patterns
15
APPROACHES1 MACROSCOPE 2 VIRTUAL LAB3 EMPIRICAL MODELING
16
APPROACHES1 MACROSCOPE 2 VIRTUAL LAB3 EMPIRICAL MODELING
17
Empirical Modeling
Traditional mathematical or computational modelingTends to rely on many often unrealistic assumptions
Not generally tested in detail against data
Result is proliferation of models that exist in parallel and are often incompatible with each other
New sourcesscales of data allow both to learntest models and also calibrate them
Observations Models Lab Field Observations
18
PREDICTION OF COUNTY-LEVEL HEART DISEASE MORTALITY
19
Prediction Accuracy
20
21
22
Language Use in Tweets
23
Social media opens up a new window of what humans actually feel and think
24
YOU ARE WHAT YOU LIKE
Social Psychology
Empirical Modeling
Kosinski Michal David Stillwell and Thore Graepel Private traits and attributes are predictable from digital records of human behavior Proceedings of the National Academy of Sciences 11015 (2013) 5802-5805
25
Personality Prediction
Personality traitsGender age relationship status friends
Sexual orientation ethnicity religion political inclination
Addictive substances (alcohol drugs cigarette) parental separation
IQ 5-Factor model satisfaction with Life
26
Data Collection
9939220 Likes (55814 unique ones) from 58466 Facebook volunteers
Sports
Music
Books
Restaurants
Popular websites
27
Ground truth
Political Inclination
Sexual Orientation
Democrat Republican
Democratic GOP (Grand Old Party)
Democratic Party Republican Party
Homosexual Heterosexual
1 0 1 0
28
Ground truth
5-Factor ModelOpenness
Conscientiousness
Extraversion
Agreeableness
Stability
29
Ground truth
Satisfaction with Life (SWL)
30
Methodology
User-Like matrix dimension reduction Singular Value Decomposition (SVD)
Prediction models Logistic Regression amp Linear Regression
31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11 Author Michal Kosinski David Stillwell and Thore Graepel
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11 Author Michal Kosinski David Stillwell and Thore Graepel
Prediction ResultsSolid Pearson corr coef between pred amp actual valuesTransparent baseline acc of the questionnaire in terms of test-retest reliability
32
Discriminative Likes (1)
因版權疑慮移除相關資料
33
Discriminative Likes (2)
因版權疑慮移除相關資料
34
Discriminative Likes (3)
因版權疑慮移除相關資料
35
Likes are Culture-Dependent (1)
男
卡提諾正妹抱報 Catworld小舖
女
Garena《英雄聯盟 LOL》 QUEEN FASHION SHOP
遊戲大亂鬥 范范范瑋琪
Garena-TW 撿便宜特賣會
好色龍 衣芙日系
放棄治療 王大陸
這樣變型男 就愛網拍特賣會
Taipei Assassins (台北暗殺星) 86小舖商城
你為什麼要放棄治療呢 HH先生
Toyz LOVFEE
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
36
Likes are Culture-Dependent (2)
已婚
嬰兒與母親懷孕生產情報站 學生愛打工
未婚
味全 MyWei Duncan
Estee Lauder Taiwan 雅詩蘭黛 林俊傑 JJ Lin
光泉HOT鮮奶 Cherng
舒潔溫柔心感動 Byebyechuchu
綠巨人 Dcard
AVON Taiwan 雅芳粉絲團 田馥甄 Hebe
人人玩遊戲 彭于晏 Eddie Peng
Creative Baby - 台灣 Dorothy
阿默典藏蛋糕 韋禮安Weibird
Can we have real privacy on social mediaUnprecedented opportunity to observe individuals in a
society
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
別讓大數據變玄學
37
2016-03-08 0254經濟日報陳昇瑋
陳昇瑋 從資料科學到人工智慧
Big data vs Machine learning vs AI
Big data 3Vs
Machine learning ldquoA field of study that gives computers the ability to
learn without being explicitly programmed
Artificial intelligence
Turning test
38
真人
機器
Room 1Room 2
陳昇瑋 從資料科學到人工智慧 39
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 40
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 41
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 42
如同精靈寶可夢需要有訓練師才能發揮能力擁有大數據
後我們也需要很多很多的機器學習專家(人稱「AI 訓練
師」)才能讓我們手中的大數據真正發揮價值
擁抱資料但別錯過 AI
陳昇瑋
台灣資料科學協會中央研究院資訊科學研究所
43
陳昇瑋 從資料科學到人工智慧
44
版權聲明
序 頁 作品 版權標章 作者來源
1 1Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
2 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo July 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
3 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo uly 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
4 3hbrorg ldquoThe New Science of Building Great Teamsrdquo by Alex Sandy Pentland FROM THE APRIL 2012 ISSUE 428httpshbrorg201204the-new-science-of-building-great-teams2017117 visited 依著作權法第465265條主張合理使用
556
7
Max pixel httpmaxpixelfreegreatpicturecomThumb-Hand-Viewing-Magnifying-Glass-Magnification-642672017117 visited
6 5
Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
45
版權聲明
序 頁 作品 版權標章 作者來源
7 5Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
8 8
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
9 9
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
10 10
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
11 11
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
12 12
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
46
版權聲明
序 頁 作品 版權標章 作者來源
13 13
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
14 14
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
15 15Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited 依著作權法第465265條主張合理使用
16 16Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
17 18publicdomainpicturesnet Rf Vectorscomhttpwwwpublicdomainpicturesnetview-imagephpimage=581962017117 visited
18 18Wikimedia Commons AngelushttpscommonswikimediaorgwikiFileStub_doctorssvg2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
47
版權聲明
序 頁 作品 版權標章 作者來源
19 19
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
20202
1
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
21 22
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
22 22
The Authentic Happiness website ldquoPositive Psychology Theoryrdquohttpswwwauthentichappinesssasupennedulearn2017117 visited依著作權法第465265條主張合理使用
23 23
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
24 24Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
48
版權聲明
序 頁 作品 版權標章 作者來源
25 25Flickr Global PanoramatheglobalpanoramahttpsflickrpqbqQQk2017117 visited
26 26MaxpixelhttpmaxpixelfreegreatpicturecomHuman-Funny-Isolated-Holding-Female-Eye-Glass-156992017117 visited
27 26MaxpixelhttpmaxpixelfreegreatpicturecomFigures-Workers-Toys-Hauling-Dolls-Scoop-Broom-780022017117 visited
28 28
International Personality Item PoolhttpipiporiorgNew_IPIP-50-item-scalehtm2017117 visited依著作權法第465265條主張合理使用
29 29
midssorgldquoThe Satisfaction with Life Scale (SWL)rdquo Pavot W amp Diener E Files Scalehttpwwwmidssorgcontentsatisfaction-life-scale-swl2017117 visited依著作權法第465265條主張合理使用
30 30
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
49
版權聲明
序 頁 作品 版權標章 作者來源
31 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
32 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
33 35 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
34 36 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
35 37
Facebook Dan Arielyhttpswwwfacebookcomdanarielyposts9043835958682017117 visited依著作權法第465265條主張合理使用
36 37
經濟日報 ldquo別讓大數據變玄學rdquo 2016-03-08 0254經濟日報陳昇瑋httpmoneyudncommoneystory562915481412017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
50
版權聲明
序 頁 作品 版權標章 作者來源
37 38publicdomainpicturesnet Dawn Hudsonhttpwwwpublicdomainpicturesnetview-imagephpimage=134740amppicture=computer-guy2017117 visited
38 38Flickr Steve WOCinTech ChatwocintechchatcomhttpsflickrpER8emC2017117 visited
39 38Wikimedia Commons PaulVernon1974httpscommonswikimediaorgwikiFileAcornArchimedes-Wikijpg2017117 visited
40 39 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
41 40 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
42 41 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
版權聲明
陳昇瑋 從資料科學到人工智慧
51
版權聲明
序 頁 作品 版權標章 作者來源
43 42Flickr Saad AkhtarSaadAkhtarhttpsflickrp2cj282017117 visited
44 43
台灣資料科學愛好者年會httpdatascitw20152017117 visited依著作權法第465265條主張合理使用
版權聲明
12
Topics Across 4 Age-groups
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013orH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal Achal Shah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungar
13
Warm and Negative Words
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013orH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungar
14
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013orH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal Achal Shah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungar
Usage of ldquoIrdquo amp ldquoWerdquo
Huge-volume data + simple analysis crystal clear language use patterns
15
APPROACHES1 MACROSCOPE 2 VIRTUAL LAB3 EMPIRICAL MODELING
16
APPROACHES1 MACROSCOPE 2 VIRTUAL LAB3 EMPIRICAL MODELING
17
Empirical Modeling
Traditional mathematical or computational modelingTends to rely on many often unrealistic assumptions
Not generally tested in detail against data
Result is proliferation of models that exist in parallel and are often incompatible with each other
New sourcesscales of data allow both to learntest models and also calibrate them
Observations Models Lab Field Observations
18
PREDICTION OF COUNTY-LEVEL HEART DISEASE MORTALITY
19
Prediction Accuracy
20
21
22
Language Use in Tweets
23
Social media opens up a new window of what humans actually feel and think
24
YOU ARE WHAT YOU LIKE
Social Psychology
Empirical Modeling
Kosinski Michal David Stillwell and Thore Graepel Private traits and attributes are predictable from digital records of human behavior Proceedings of the National Academy of Sciences 11015 (2013) 5802-5805
25
Personality Prediction
Personality traitsGender age relationship status friends
Sexual orientation ethnicity religion political inclination
Addictive substances (alcohol drugs cigarette) parental separation
IQ 5-Factor model satisfaction with Life
26
Data Collection
9939220 Likes (55814 unique ones) from 58466 Facebook volunteers
Sports
Music
Books
Restaurants
Popular websites
27
Ground truth
Political Inclination
Sexual Orientation
Democrat Republican
Democratic GOP (Grand Old Party)
Democratic Party Republican Party
Homosexual Heterosexual
1 0 1 0
28
Ground truth
5-Factor ModelOpenness
Conscientiousness
Extraversion
Agreeableness
Stability
29
Ground truth
Satisfaction with Life (SWL)
30
Methodology
User-Like matrix dimension reduction Singular Value Decomposition (SVD)
Prediction models Logistic Regression amp Linear Regression
31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11 Author Michal Kosinski David Stillwell and Thore Graepel
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11 Author Michal Kosinski David Stillwell and Thore Graepel
Prediction ResultsSolid Pearson corr coef between pred amp actual valuesTransparent baseline acc of the questionnaire in terms of test-retest reliability
32
Discriminative Likes (1)
因版權疑慮移除相關資料
33
Discriminative Likes (2)
因版權疑慮移除相關資料
34
Discriminative Likes (3)
因版權疑慮移除相關資料
35
Likes are Culture-Dependent (1)
男
卡提諾正妹抱報 Catworld小舖
女
Garena《英雄聯盟 LOL》 QUEEN FASHION SHOP
遊戲大亂鬥 范范范瑋琪
Garena-TW 撿便宜特賣會
好色龍 衣芙日系
放棄治療 王大陸
這樣變型男 就愛網拍特賣會
Taipei Assassins (台北暗殺星) 86小舖商城
你為什麼要放棄治療呢 HH先生
Toyz LOVFEE
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
36
Likes are Culture-Dependent (2)
已婚
嬰兒與母親懷孕生產情報站 學生愛打工
未婚
味全 MyWei Duncan
Estee Lauder Taiwan 雅詩蘭黛 林俊傑 JJ Lin
光泉HOT鮮奶 Cherng
舒潔溫柔心感動 Byebyechuchu
綠巨人 Dcard
AVON Taiwan 雅芳粉絲團 田馥甄 Hebe
人人玩遊戲 彭于晏 Eddie Peng
Creative Baby - 台灣 Dorothy
阿默典藏蛋糕 韋禮安Weibird
Can we have real privacy on social mediaUnprecedented opportunity to observe individuals in a
society
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
別讓大數據變玄學
37
2016-03-08 0254經濟日報陳昇瑋
陳昇瑋 從資料科學到人工智慧
Big data vs Machine learning vs AI
Big data 3Vs
Machine learning ldquoA field of study that gives computers the ability to
learn without being explicitly programmed
Artificial intelligence
Turning test
38
真人
機器
Room 1Room 2
陳昇瑋 從資料科學到人工智慧 39
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 40
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 41
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 42
如同精靈寶可夢需要有訓練師才能發揮能力擁有大數據
後我們也需要很多很多的機器學習專家(人稱「AI 訓練
師」)才能讓我們手中的大數據真正發揮價值
擁抱資料但別錯過 AI
陳昇瑋
台灣資料科學協會中央研究院資訊科學研究所
43
陳昇瑋 從資料科學到人工智慧
44
版權聲明
序 頁 作品 版權標章 作者來源
1 1Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
2 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo July 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
3 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo uly 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
4 3hbrorg ldquoThe New Science of Building Great Teamsrdquo by Alex Sandy Pentland FROM THE APRIL 2012 ISSUE 428httpshbrorg201204the-new-science-of-building-great-teams2017117 visited 依著作權法第465265條主張合理使用
556
7
Max pixel httpmaxpixelfreegreatpicturecomThumb-Hand-Viewing-Magnifying-Glass-Magnification-642672017117 visited
6 5
Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
45
版權聲明
序 頁 作品 版權標章 作者來源
7 5Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
8 8
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
9 9
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
10 10
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
11 11
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
12 12
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
46
版權聲明
序 頁 作品 版權標章 作者來源
13 13
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
14 14
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
15 15Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited 依著作權法第465265條主張合理使用
16 16Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
17 18publicdomainpicturesnet Rf Vectorscomhttpwwwpublicdomainpicturesnetview-imagephpimage=581962017117 visited
18 18Wikimedia Commons AngelushttpscommonswikimediaorgwikiFileStub_doctorssvg2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
47
版權聲明
序 頁 作品 版權標章 作者來源
19 19
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
20202
1
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
21 22
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
22 22
The Authentic Happiness website ldquoPositive Psychology Theoryrdquohttpswwwauthentichappinesssasupennedulearn2017117 visited依著作權法第465265條主張合理使用
23 23
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
24 24Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
48
版權聲明
序 頁 作品 版權標章 作者來源
25 25Flickr Global PanoramatheglobalpanoramahttpsflickrpqbqQQk2017117 visited
26 26MaxpixelhttpmaxpixelfreegreatpicturecomHuman-Funny-Isolated-Holding-Female-Eye-Glass-156992017117 visited
27 26MaxpixelhttpmaxpixelfreegreatpicturecomFigures-Workers-Toys-Hauling-Dolls-Scoop-Broom-780022017117 visited
28 28
International Personality Item PoolhttpipiporiorgNew_IPIP-50-item-scalehtm2017117 visited依著作權法第465265條主張合理使用
29 29
midssorgldquoThe Satisfaction with Life Scale (SWL)rdquo Pavot W amp Diener E Files Scalehttpwwwmidssorgcontentsatisfaction-life-scale-swl2017117 visited依著作權法第465265條主張合理使用
30 30
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
49
版權聲明
序 頁 作品 版權標章 作者來源
31 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
32 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
33 35 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
34 36 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
35 37
Facebook Dan Arielyhttpswwwfacebookcomdanarielyposts9043835958682017117 visited依著作權法第465265條主張合理使用
36 37
經濟日報 ldquo別讓大數據變玄學rdquo 2016-03-08 0254經濟日報陳昇瑋httpmoneyudncommoneystory562915481412017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
50
版權聲明
序 頁 作品 版權標章 作者來源
37 38publicdomainpicturesnet Dawn Hudsonhttpwwwpublicdomainpicturesnetview-imagephpimage=134740amppicture=computer-guy2017117 visited
38 38Flickr Steve WOCinTech ChatwocintechchatcomhttpsflickrpER8emC2017117 visited
39 38Wikimedia Commons PaulVernon1974httpscommonswikimediaorgwikiFileAcornArchimedes-Wikijpg2017117 visited
40 39 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
41 40 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
42 41 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
版權聲明
陳昇瑋 從資料科學到人工智慧
51
版權聲明
序 頁 作品 版權標章 作者來源
43 42Flickr Saad AkhtarSaadAkhtarhttpsflickrp2cj282017117 visited
44 43
台灣資料科學愛好者年會httpdatascitw20152017117 visited依著作權法第465265條主張合理使用
版權聲明
13
Warm and Negative Words
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013orH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungar
14
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013orH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal Achal Shah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungar
Usage of ldquoIrdquo amp ldquoWerdquo
Huge-volume data + simple analysis crystal clear language use patterns
15
APPROACHES1 MACROSCOPE 2 VIRTUAL LAB3 EMPIRICAL MODELING
16
APPROACHES1 MACROSCOPE 2 VIRTUAL LAB3 EMPIRICAL MODELING
17
Empirical Modeling
Traditional mathematical or computational modelingTends to rely on many often unrealistic assumptions
Not generally tested in detail against data
Result is proliferation of models that exist in parallel and are often incompatible with each other
New sourcesscales of data allow both to learntest models and also calibrate them
Observations Models Lab Field Observations
18
PREDICTION OF COUNTY-LEVEL HEART DISEASE MORTALITY
19
Prediction Accuracy
20
21
22
Language Use in Tweets
23
Social media opens up a new window of what humans actually feel and think
24
YOU ARE WHAT YOU LIKE
Social Psychology
Empirical Modeling
Kosinski Michal David Stillwell and Thore Graepel Private traits and attributes are predictable from digital records of human behavior Proceedings of the National Academy of Sciences 11015 (2013) 5802-5805
25
Personality Prediction
Personality traitsGender age relationship status friends
Sexual orientation ethnicity religion political inclination
Addictive substances (alcohol drugs cigarette) parental separation
IQ 5-Factor model satisfaction with Life
26
Data Collection
9939220 Likes (55814 unique ones) from 58466 Facebook volunteers
Sports
Music
Books
Restaurants
Popular websites
27
Ground truth
Political Inclination
Sexual Orientation
Democrat Republican
Democratic GOP (Grand Old Party)
Democratic Party Republican Party
Homosexual Heterosexual
1 0 1 0
28
Ground truth
5-Factor ModelOpenness
Conscientiousness
Extraversion
Agreeableness
Stability
29
Ground truth
Satisfaction with Life (SWL)
30
Methodology
User-Like matrix dimension reduction Singular Value Decomposition (SVD)
Prediction models Logistic Regression amp Linear Regression
31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11 Author Michal Kosinski David Stillwell and Thore Graepel
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11 Author Michal Kosinski David Stillwell and Thore Graepel
Prediction ResultsSolid Pearson corr coef between pred amp actual valuesTransparent baseline acc of the questionnaire in terms of test-retest reliability
32
Discriminative Likes (1)
因版權疑慮移除相關資料
33
Discriminative Likes (2)
因版權疑慮移除相關資料
34
Discriminative Likes (3)
因版權疑慮移除相關資料
35
Likes are Culture-Dependent (1)
男
卡提諾正妹抱報 Catworld小舖
女
Garena《英雄聯盟 LOL》 QUEEN FASHION SHOP
遊戲大亂鬥 范范范瑋琪
Garena-TW 撿便宜特賣會
好色龍 衣芙日系
放棄治療 王大陸
這樣變型男 就愛網拍特賣會
Taipei Assassins (台北暗殺星) 86小舖商城
你為什麼要放棄治療呢 HH先生
Toyz LOVFEE
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
36
Likes are Culture-Dependent (2)
已婚
嬰兒與母親懷孕生產情報站 學生愛打工
未婚
味全 MyWei Duncan
Estee Lauder Taiwan 雅詩蘭黛 林俊傑 JJ Lin
光泉HOT鮮奶 Cherng
舒潔溫柔心感動 Byebyechuchu
綠巨人 Dcard
AVON Taiwan 雅芳粉絲團 田馥甄 Hebe
人人玩遊戲 彭于晏 Eddie Peng
Creative Baby - 台灣 Dorothy
阿默典藏蛋糕 韋禮安Weibird
Can we have real privacy on social mediaUnprecedented opportunity to observe individuals in a
society
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
別讓大數據變玄學
37
2016-03-08 0254經濟日報陳昇瑋
陳昇瑋 從資料科學到人工智慧
Big data vs Machine learning vs AI
Big data 3Vs
Machine learning ldquoA field of study that gives computers the ability to
learn without being explicitly programmed
Artificial intelligence
Turning test
38
真人
機器
Room 1Room 2
陳昇瑋 從資料科學到人工智慧 39
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 40
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 41
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 42
如同精靈寶可夢需要有訓練師才能發揮能力擁有大數據
後我們也需要很多很多的機器學習專家(人稱「AI 訓練
師」)才能讓我們手中的大數據真正發揮價值
擁抱資料但別錯過 AI
陳昇瑋
台灣資料科學協會中央研究院資訊科學研究所
43
陳昇瑋 從資料科學到人工智慧
44
版權聲明
序 頁 作品 版權標章 作者來源
1 1Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
2 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo July 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
3 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo uly 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
4 3hbrorg ldquoThe New Science of Building Great Teamsrdquo by Alex Sandy Pentland FROM THE APRIL 2012 ISSUE 428httpshbrorg201204the-new-science-of-building-great-teams2017117 visited 依著作權法第465265條主張合理使用
556
7
Max pixel httpmaxpixelfreegreatpicturecomThumb-Hand-Viewing-Magnifying-Glass-Magnification-642672017117 visited
6 5
Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
45
版權聲明
序 頁 作品 版權標章 作者來源
7 5Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
8 8
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
9 9
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
10 10
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
11 11
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
12 12
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
46
版權聲明
序 頁 作品 版權標章 作者來源
13 13
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
14 14
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
15 15Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited 依著作權法第465265條主張合理使用
16 16Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
17 18publicdomainpicturesnet Rf Vectorscomhttpwwwpublicdomainpicturesnetview-imagephpimage=581962017117 visited
18 18Wikimedia Commons AngelushttpscommonswikimediaorgwikiFileStub_doctorssvg2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
47
版權聲明
序 頁 作品 版權標章 作者來源
19 19
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
20202
1
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
21 22
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
22 22
The Authentic Happiness website ldquoPositive Psychology Theoryrdquohttpswwwauthentichappinesssasupennedulearn2017117 visited依著作權法第465265條主張合理使用
23 23
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
24 24Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
48
版權聲明
序 頁 作品 版權標章 作者來源
25 25Flickr Global PanoramatheglobalpanoramahttpsflickrpqbqQQk2017117 visited
26 26MaxpixelhttpmaxpixelfreegreatpicturecomHuman-Funny-Isolated-Holding-Female-Eye-Glass-156992017117 visited
27 26MaxpixelhttpmaxpixelfreegreatpicturecomFigures-Workers-Toys-Hauling-Dolls-Scoop-Broom-780022017117 visited
28 28
International Personality Item PoolhttpipiporiorgNew_IPIP-50-item-scalehtm2017117 visited依著作權法第465265條主張合理使用
29 29
midssorgldquoThe Satisfaction with Life Scale (SWL)rdquo Pavot W amp Diener E Files Scalehttpwwwmidssorgcontentsatisfaction-life-scale-swl2017117 visited依著作權法第465265條主張合理使用
30 30
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
49
版權聲明
序 頁 作品 版權標章 作者來源
31 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
32 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
33 35 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
34 36 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
35 37
Facebook Dan Arielyhttpswwwfacebookcomdanarielyposts9043835958682017117 visited依著作權法第465265條主張合理使用
36 37
經濟日報 ldquo別讓大數據變玄學rdquo 2016-03-08 0254經濟日報陳昇瑋httpmoneyudncommoneystory562915481412017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
50
版權聲明
序 頁 作品 版權標章 作者來源
37 38publicdomainpicturesnet Dawn Hudsonhttpwwwpublicdomainpicturesnetview-imagephpimage=134740amppicture=computer-guy2017117 visited
38 38Flickr Steve WOCinTech ChatwocintechchatcomhttpsflickrpER8emC2017117 visited
39 38Wikimedia Commons PaulVernon1974httpscommonswikimediaorgwikiFileAcornArchimedes-Wikijpg2017117 visited
40 39 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
41 40 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
42 41 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
版權聲明
陳昇瑋 從資料科學到人工智慧
51
版權聲明
序 頁 作品 版權標章 作者來源
43 42Flickr Saad AkhtarSaadAkhtarhttpsflickrp2cj282017117 visited
44 43
台灣資料科學愛好者年會httpdatascitw20152017117 visited依著作權法第465265條主張合理使用
版權聲明
14
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013orH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal Achal Shah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungar
Usage of ldquoIrdquo amp ldquoWerdquo
Huge-volume data + simple analysis crystal clear language use patterns
15
APPROACHES1 MACROSCOPE 2 VIRTUAL LAB3 EMPIRICAL MODELING
16
APPROACHES1 MACROSCOPE 2 VIRTUAL LAB3 EMPIRICAL MODELING
17
Empirical Modeling
Traditional mathematical or computational modelingTends to rely on many often unrealistic assumptions
Not generally tested in detail against data
Result is proliferation of models that exist in parallel and are often incompatible with each other
New sourcesscales of data allow both to learntest models and also calibrate them
Observations Models Lab Field Observations
18
PREDICTION OF COUNTY-LEVEL HEART DISEASE MORTALITY
19
Prediction Accuracy
20
21
22
Language Use in Tweets
23
Social media opens up a new window of what humans actually feel and think
24
YOU ARE WHAT YOU LIKE
Social Psychology
Empirical Modeling
Kosinski Michal David Stillwell and Thore Graepel Private traits and attributes are predictable from digital records of human behavior Proceedings of the National Academy of Sciences 11015 (2013) 5802-5805
25
Personality Prediction
Personality traitsGender age relationship status friends
Sexual orientation ethnicity religion political inclination
Addictive substances (alcohol drugs cigarette) parental separation
IQ 5-Factor model satisfaction with Life
26
Data Collection
9939220 Likes (55814 unique ones) from 58466 Facebook volunteers
Sports
Music
Books
Restaurants
Popular websites
27
Ground truth
Political Inclination
Sexual Orientation
Democrat Republican
Democratic GOP (Grand Old Party)
Democratic Party Republican Party
Homosexual Heterosexual
1 0 1 0
28
Ground truth
5-Factor ModelOpenness
Conscientiousness
Extraversion
Agreeableness
Stability
29
Ground truth
Satisfaction with Life (SWL)
30
Methodology
User-Like matrix dimension reduction Singular Value Decomposition (SVD)
Prediction models Logistic Regression amp Linear Regression
31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11 Author Michal Kosinski David Stillwell and Thore Graepel
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11 Author Michal Kosinski David Stillwell and Thore Graepel
Prediction ResultsSolid Pearson corr coef between pred amp actual valuesTransparent baseline acc of the questionnaire in terms of test-retest reliability
32
Discriminative Likes (1)
因版權疑慮移除相關資料
33
Discriminative Likes (2)
因版權疑慮移除相關資料
34
Discriminative Likes (3)
因版權疑慮移除相關資料
35
Likes are Culture-Dependent (1)
男
卡提諾正妹抱報 Catworld小舖
女
Garena《英雄聯盟 LOL》 QUEEN FASHION SHOP
遊戲大亂鬥 范范范瑋琪
Garena-TW 撿便宜特賣會
好色龍 衣芙日系
放棄治療 王大陸
這樣變型男 就愛網拍特賣會
Taipei Assassins (台北暗殺星) 86小舖商城
你為什麼要放棄治療呢 HH先生
Toyz LOVFEE
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
36
Likes are Culture-Dependent (2)
已婚
嬰兒與母親懷孕生產情報站 學生愛打工
未婚
味全 MyWei Duncan
Estee Lauder Taiwan 雅詩蘭黛 林俊傑 JJ Lin
光泉HOT鮮奶 Cherng
舒潔溫柔心感動 Byebyechuchu
綠巨人 Dcard
AVON Taiwan 雅芳粉絲團 田馥甄 Hebe
人人玩遊戲 彭于晏 Eddie Peng
Creative Baby - 台灣 Dorothy
阿默典藏蛋糕 韋禮安Weibird
Can we have real privacy on social mediaUnprecedented opportunity to observe individuals in a
society
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
別讓大數據變玄學
37
2016-03-08 0254經濟日報陳昇瑋
陳昇瑋 從資料科學到人工智慧
Big data vs Machine learning vs AI
Big data 3Vs
Machine learning ldquoA field of study that gives computers the ability to
learn without being explicitly programmed
Artificial intelligence
Turning test
38
真人
機器
Room 1Room 2
陳昇瑋 從資料科學到人工智慧 39
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 40
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 41
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 42
如同精靈寶可夢需要有訓練師才能發揮能力擁有大數據
後我們也需要很多很多的機器學習專家(人稱「AI 訓練
師」)才能讓我們手中的大數據真正發揮價值
擁抱資料但別錯過 AI
陳昇瑋
台灣資料科學協會中央研究院資訊科學研究所
43
陳昇瑋 從資料科學到人工智慧
44
版權聲明
序 頁 作品 版權標章 作者來源
1 1Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
2 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo July 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
3 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo uly 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
4 3hbrorg ldquoThe New Science of Building Great Teamsrdquo by Alex Sandy Pentland FROM THE APRIL 2012 ISSUE 428httpshbrorg201204the-new-science-of-building-great-teams2017117 visited 依著作權法第465265條主張合理使用
556
7
Max pixel httpmaxpixelfreegreatpicturecomThumb-Hand-Viewing-Magnifying-Glass-Magnification-642672017117 visited
6 5
Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
45
版權聲明
序 頁 作品 版權標章 作者來源
7 5Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
8 8
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
9 9
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
10 10
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
11 11
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
12 12
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
46
版權聲明
序 頁 作品 版權標章 作者來源
13 13
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
14 14
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
15 15Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited 依著作權法第465265條主張合理使用
16 16Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
17 18publicdomainpicturesnet Rf Vectorscomhttpwwwpublicdomainpicturesnetview-imagephpimage=581962017117 visited
18 18Wikimedia Commons AngelushttpscommonswikimediaorgwikiFileStub_doctorssvg2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
47
版權聲明
序 頁 作品 版權標章 作者來源
19 19
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
20202
1
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
21 22
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
22 22
The Authentic Happiness website ldquoPositive Psychology Theoryrdquohttpswwwauthentichappinesssasupennedulearn2017117 visited依著作權法第465265條主張合理使用
23 23
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
24 24Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
48
版權聲明
序 頁 作品 版權標章 作者來源
25 25Flickr Global PanoramatheglobalpanoramahttpsflickrpqbqQQk2017117 visited
26 26MaxpixelhttpmaxpixelfreegreatpicturecomHuman-Funny-Isolated-Holding-Female-Eye-Glass-156992017117 visited
27 26MaxpixelhttpmaxpixelfreegreatpicturecomFigures-Workers-Toys-Hauling-Dolls-Scoop-Broom-780022017117 visited
28 28
International Personality Item PoolhttpipiporiorgNew_IPIP-50-item-scalehtm2017117 visited依著作權法第465265條主張合理使用
29 29
midssorgldquoThe Satisfaction with Life Scale (SWL)rdquo Pavot W amp Diener E Files Scalehttpwwwmidssorgcontentsatisfaction-life-scale-swl2017117 visited依著作權法第465265條主張合理使用
30 30
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
49
版權聲明
序 頁 作品 版權標章 作者來源
31 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
32 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
33 35 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
34 36 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
35 37
Facebook Dan Arielyhttpswwwfacebookcomdanarielyposts9043835958682017117 visited依著作權法第465265條主張合理使用
36 37
經濟日報 ldquo別讓大數據變玄學rdquo 2016-03-08 0254經濟日報陳昇瑋httpmoneyudncommoneystory562915481412017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
50
版權聲明
序 頁 作品 版權標章 作者來源
37 38publicdomainpicturesnet Dawn Hudsonhttpwwwpublicdomainpicturesnetview-imagephpimage=134740amppicture=computer-guy2017117 visited
38 38Flickr Steve WOCinTech ChatwocintechchatcomhttpsflickrpER8emC2017117 visited
39 38Wikimedia Commons PaulVernon1974httpscommonswikimediaorgwikiFileAcornArchimedes-Wikijpg2017117 visited
40 39 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
41 40 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
42 41 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
版權聲明
陳昇瑋 從資料科學到人工智慧
51
版權聲明
序 頁 作品 版權標章 作者來源
43 42Flickr Saad AkhtarSaadAkhtarhttpsflickrp2cj282017117 visited
44 43
台灣資料科學愛好者年會httpdatascitw20152017117 visited依著作權法第465265條主張合理使用
版權聲明
15
APPROACHES1 MACROSCOPE 2 VIRTUAL LAB3 EMPIRICAL MODELING
16
APPROACHES1 MACROSCOPE 2 VIRTUAL LAB3 EMPIRICAL MODELING
17
Empirical Modeling
Traditional mathematical or computational modelingTends to rely on many often unrealistic assumptions
Not generally tested in detail against data
Result is proliferation of models that exist in parallel and are often incompatible with each other
New sourcesscales of data allow both to learntest models and also calibrate them
Observations Models Lab Field Observations
18
PREDICTION OF COUNTY-LEVEL HEART DISEASE MORTALITY
19
Prediction Accuracy
20
21
22
Language Use in Tweets
23
Social media opens up a new window of what humans actually feel and think
24
YOU ARE WHAT YOU LIKE
Social Psychology
Empirical Modeling
Kosinski Michal David Stillwell and Thore Graepel Private traits and attributes are predictable from digital records of human behavior Proceedings of the National Academy of Sciences 11015 (2013) 5802-5805
25
Personality Prediction
Personality traitsGender age relationship status friends
Sexual orientation ethnicity religion political inclination
Addictive substances (alcohol drugs cigarette) parental separation
IQ 5-Factor model satisfaction with Life
26
Data Collection
9939220 Likes (55814 unique ones) from 58466 Facebook volunteers
Sports
Music
Books
Restaurants
Popular websites
27
Ground truth
Political Inclination
Sexual Orientation
Democrat Republican
Democratic GOP (Grand Old Party)
Democratic Party Republican Party
Homosexual Heterosexual
1 0 1 0
28
Ground truth
5-Factor ModelOpenness
Conscientiousness
Extraversion
Agreeableness
Stability
29
Ground truth
Satisfaction with Life (SWL)
30
Methodology
User-Like matrix dimension reduction Singular Value Decomposition (SVD)
Prediction models Logistic Regression amp Linear Regression
31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11 Author Michal Kosinski David Stillwell and Thore Graepel
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11 Author Michal Kosinski David Stillwell and Thore Graepel
Prediction ResultsSolid Pearson corr coef between pred amp actual valuesTransparent baseline acc of the questionnaire in terms of test-retest reliability
32
Discriminative Likes (1)
因版權疑慮移除相關資料
33
Discriminative Likes (2)
因版權疑慮移除相關資料
34
Discriminative Likes (3)
因版權疑慮移除相關資料
35
Likes are Culture-Dependent (1)
男
卡提諾正妹抱報 Catworld小舖
女
Garena《英雄聯盟 LOL》 QUEEN FASHION SHOP
遊戲大亂鬥 范范范瑋琪
Garena-TW 撿便宜特賣會
好色龍 衣芙日系
放棄治療 王大陸
這樣變型男 就愛網拍特賣會
Taipei Assassins (台北暗殺星) 86小舖商城
你為什麼要放棄治療呢 HH先生
Toyz LOVFEE
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
36
Likes are Culture-Dependent (2)
已婚
嬰兒與母親懷孕生產情報站 學生愛打工
未婚
味全 MyWei Duncan
Estee Lauder Taiwan 雅詩蘭黛 林俊傑 JJ Lin
光泉HOT鮮奶 Cherng
舒潔溫柔心感動 Byebyechuchu
綠巨人 Dcard
AVON Taiwan 雅芳粉絲團 田馥甄 Hebe
人人玩遊戲 彭于晏 Eddie Peng
Creative Baby - 台灣 Dorothy
阿默典藏蛋糕 韋禮安Weibird
Can we have real privacy on social mediaUnprecedented opportunity to observe individuals in a
society
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
別讓大數據變玄學
37
2016-03-08 0254經濟日報陳昇瑋
陳昇瑋 從資料科學到人工智慧
Big data vs Machine learning vs AI
Big data 3Vs
Machine learning ldquoA field of study that gives computers the ability to
learn without being explicitly programmed
Artificial intelligence
Turning test
38
真人
機器
Room 1Room 2
陳昇瑋 從資料科學到人工智慧 39
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 40
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 41
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 42
如同精靈寶可夢需要有訓練師才能發揮能力擁有大數據
後我們也需要很多很多的機器學習專家(人稱「AI 訓練
師」)才能讓我們手中的大數據真正發揮價值
擁抱資料但別錯過 AI
陳昇瑋
台灣資料科學協會中央研究院資訊科學研究所
43
陳昇瑋 從資料科學到人工智慧
44
版權聲明
序 頁 作品 版權標章 作者來源
1 1Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
2 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo July 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
3 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo uly 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
4 3hbrorg ldquoThe New Science of Building Great Teamsrdquo by Alex Sandy Pentland FROM THE APRIL 2012 ISSUE 428httpshbrorg201204the-new-science-of-building-great-teams2017117 visited 依著作權法第465265條主張合理使用
556
7
Max pixel httpmaxpixelfreegreatpicturecomThumb-Hand-Viewing-Magnifying-Glass-Magnification-642672017117 visited
6 5
Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
45
版權聲明
序 頁 作品 版權標章 作者來源
7 5Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
8 8
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
9 9
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
10 10
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
11 11
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
12 12
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
46
版權聲明
序 頁 作品 版權標章 作者來源
13 13
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
14 14
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
15 15Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited 依著作權法第465265條主張合理使用
16 16Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
17 18publicdomainpicturesnet Rf Vectorscomhttpwwwpublicdomainpicturesnetview-imagephpimage=581962017117 visited
18 18Wikimedia Commons AngelushttpscommonswikimediaorgwikiFileStub_doctorssvg2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
47
版權聲明
序 頁 作品 版權標章 作者來源
19 19
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
20202
1
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
21 22
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
22 22
The Authentic Happiness website ldquoPositive Psychology Theoryrdquohttpswwwauthentichappinesssasupennedulearn2017117 visited依著作權法第465265條主張合理使用
23 23
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
24 24Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
48
版權聲明
序 頁 作品 版權標章 作者來源
25 25Flickr Global PanoramatheglobalpanoramahttpsflickrpqbqQQk2017117 visited
26 26MaxpixelhttpmaxpixelfreegreatpicturecomHuman-Funny-Isolated-Holding-Female-Eye-Glass-156992017117 visited
27 26MaxpixelhttpmaxpixelfreegreatpicturecomFigures-Workers-Toys-Hauling-Dolls-Scoop-Broom-780022017117 visited
28 28
International Personality Item PoolhttpipiporiorgNew_IPIP-50-item-scalehtm2017117 visited依著作權法第465265條主張合理使用
29 29
midssorgldquoThe Satisfaction with Life Scale (SWL)rdquo Pavot W amp Diener E Files Scalehttpwwwmidssorgcontentsatisfaction-life-scale-swl2017117 visited依著作權法第465265條主張合理使用
30 30
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
49
版權聲明
序 頁 作品 版權標章 作者來源
31 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
32 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
33 35 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
34 36 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
35 37
Facebook Dan Arielyhttpswwwfacebookcomdanarielyposts9043835958682017117 visited依著作權法第465265條主張合理使用
36 37
經濟日報 ldquo別讓大數據變玄學rdquo 2016-03-08 0254經濟日報陳昇瑋httpmoneyudncommoneystory562915481412017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
50
版權聲明
序 頁 作品 版權標章 作者來源
37 38publicdomainpicturesnet Dawn Hudsonhttpwwwpublicdomainpicturesnetview-imagephpimage=134740amppicture=computer-guy2017117 visited
38 38Flickr Steve WOCinTech ChatwocintechchatcomhttpsflickrpER8emC2017117 visited
39 38Wikimedia Commons PaulVernon1974httpscommonswikimediaorgwikiFileAcornArchimedes-Wikijpg2017117 visited
40 39 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
41 40 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
42 41 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
版權聲明
陳昇瑋 從資料科學到人工智慧
51
版權聲明
序 頁 作品 版權標章 作者來源
43 42Flickr Saad AkhtarSaadAkhtarhttpsflickrp2cj282017117 visited
44 43
台灣資料科學愛好者年會httpdatascitw20152017117 visited依著作權法第465265條主張合理使用
版權聲明
16
APPROACHES1 MACROSCOPE 2 VIRTUAL LAB3 EMPIRICAL MODELING
17
Empirical Modeling
Traditional mathematical or computational modelingTends to rely on many often unrealistic assumptions
Not generally tested in detail against data
Result is proliferation of models that exist in parallel and are often incompatible with each other
New sourcesscales of data allow both to learntest models and also calibrate them
Observations Models Lab Field Observations
18
PREDICTION OF COUNTY-LEVEL HEART DISEASE MORTALITY
19
Prediction Accuracy
20
21
22
Language Use in Tweets
23
Social media opens up a new window of what humans actually feel and think
24
YOU ARE WHAT YOU LIKE
Social Psychology
Empirical Modeling
Kosinski Michal David Stillwell and Thore Graepel Private traits and attributes are predictable from digital records of human behavior Proceedings of the National Academy of Sciences 11015 (2013) 5802-5805
25
Personality Prediction
Personality traitsGender age relationship status friends
Sexual orientation ethnicity religion political inclination
Addictive substances (alcohol drugs cigarette) parental separation
IQ 5-Factor model satisfaction with Life
26
Data Collection
9939220 Likes (55814 unique ones) from 58466 Facebook volunteers
Sports
Music
Books
Restaurants
Popular websites
27
Ground truth
Political Inclination
Sexual Orientation
Democrat Republican
Democratic GOP (Grand Old Party)
Democratic Party Republican Party
Homosexual Heterosexual
1 0 1 0
28
Ground truth
5-Factor ModelOpenness
Conscientiousness
Extraversion
Agreeableness
Stability
29
Ground truth
Satisfaction with Life (SWL)
30
Methodology
User-Like matrix dimension reduction Singular Value Decomposition (SVD)
Prediction models Logistic Regression amp Linear Regression
31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11 Author Michal Kosinski David Stillwell and Thore Graepel
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11 Author Michal Kosinski David Stillwell and Thore Graepel
Prediction ResultsSolid Pearson corr coef between pred amp actual valuesTransparent baseline acc of the questionnaire in terms of test-retest reliability
32
Discriminative Likes (1)
因版權疑慮移除相關資料
33
Discriminative Likes (2)
因版權疑慮移除相關資料
34
Discriminative Likes (3)
因版權疑慮移除相關資料
35
Likes are Culture-Dependent (1)
男
卡提諾正妹抱報 Catworld小舖
女
Garena《英雄聯盟 LOL》 QUEEN FASHION SHOP
遊戲大亂鬥 范范范瑋琪
Garena-TW 撿便宜特賣會
好色龍 衣芙日系
放棄治療 王大陸
這樣變型男 就愛網拍特賣會
Taipei Assassins (台北暗殺星) 86小舖商城
你為什麼要放棄治療呢 HH先生
Toyz LOVFEE
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
36
Likes are Culture-Dependent (2)
已婚
嬰兒與母親懷孕生產情報站 學生愛打工
未婚
味全 MyWei Duncan
Estee Lauder Taiwan 雅詩蘭黛 林俊傑 JJ Lin
光泉HOT鮮奶 Cherng
舒潔溫柔心感動 Byebyechuchu
綠巨人 Dcard
AVON Taiwan 雅芳粉絲團 田馥甄 Hebe
人人玩遊戲 彭于晏 Eddie Peng
Creative Baby - 台灣 Dorothy
阿默典藏蛋糕 韋禮安Weibird
Can we have real privacy on social mediaUnprecedented opportunity to observe individuals in a
society
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
別讓大數據變玄學
37
2016-03-08 0254經濟日報陳昇瑋
陳昇瑋 從資料科學到人工智慧
Big data vs Machine learning vs AI
Big data 3Vs
Machine learning ldquoA field of study that gives computers the ability to
learn without being explicitly programmed
Artificial intelligence
Turning test
38
真人
機器
Room 1Room 2
陳昇瑋 從資料科學到人工智慧 39
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 40
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 41
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 42
如同精靈寶可夢需要有訓練師才能發揮能力擁有大數據
後我們也需要很多很多的機器學習專家(人稱「AI 訓練
師」)才能讓我們手中的大數據真正發揮價值
擁抱資料但別錯過 AI
陳昇瑋
台灣資料科學協會中央研究院資訊科學研究所
43
陳昇瑋 從資料科學到人工智慧
44
版權聲明
序 頁 作品 版權標章 作者來源
1 1Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
2 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo July 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
3 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo uly 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
4 3hbrorg ldquoThe New Science of Building Great Teamsrdquo by Alex Sandy Pentland FROM THE APRIL 2012 ISSUE 428httpshbrorg201204the-new-science-of-building-great-teams2017117 visited 依著作權法第465265條主張合理使用
556
7
Max pixel httpmaxpixelfreegreatpicturecomThumb-Hand-Viewing-Magnifying-Glass-Magnification-642672017117 visited
6 5
Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
45
版權聲明
序 頁 作品 版權標章 作者來源
7 5Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
8 8
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
9 9
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
10 10
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
11 11
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
12 12
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
46
版權聲明
序 頁 作品 版權標章 作者來源
13 13
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
14 14
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
15 15Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited 依著作權法第465265條主張合理使用
16 16Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
17 18publicdomainpicturesnet Rf Vectorscomhttpwwwpublicdomainpicturesnetview-imagephpimage=581962017117 visited
18 18Wikimedia Commons AngelushttpscommonswikimediaorgwikiFileStub_doctorssvg2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
47
版權聲明
序 頁 作品 版權標章 作者來源
19 19
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
20202
1
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
21 22
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
22 22
The Authentic Happiness website ldquoPositive Psychology Theoryrdquohttpswwwauthentichappinesssasupennedulearn2017117 visited依著作權法第465265條主張合理使用
23 23
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
24 24Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
48
版權聲明
序 頁 作品 版權標章 作者來源
25 25Flickr Global PanoramatheglobalpanoramahttpsflickrpqbqQQk2017117 visited
26 26MaxpixelhttpmaxpixelfreegreatpicturecomHuman-Funny-Isolated-Holding-Female-Eye-Glass-156992017117 visited
27 26MaxpixelhttpmaxpixelfreegreatpicturecomFigures-Workers-Toys-Hauling-Dolls-Scoop-Broom-780022017117 visited
28 28
International Personality Item PoolhttpipiporiorgNew_IPIP-50-item-scalehtm2017117 visited依著作權法第465265條主張合理使用
29 29
midssorgldquoThe Satisfaction with Life Scale (SWL)rdquo Pavot W amp Diener E Files Scalehttpwwwmidssorgcontentsatisfaction-life-scale-swl2017117 visited依著作權法第465265條主張合理使用
30 30
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
49
版權聲明
序 頁 作品 版權標章 作者來源
31 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
32 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
33 35 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
34 36 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
35 37
Facebook Dan Arielyhttpswwwfacebookcomdanarielyposts9043835958682017117 visited依著作權法第465265條主張合理使用
36 37
經濟日報 ldquo別讓大數據變玄學rdquo 2016-03-08 0254經濟日報陳昇瑋httpmoneyudncommoneystory562915481412017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
50
版權聲明
序 頁 作品 版權標章 作者來源
37 38publicdomainpicturesnet Dawn Hudsonhttpwwwpublicdomainpicturesnetview-imagephpimage=134740amppicture=computer-guy2017117 visited
38 38Flickr Steve WOCinTech ChatwocintechchatcomhttpsflickrpER8emC2017117 visited
39 38Wikimedia Commons PaulVernon1974httpscommonswikimediaorgwikiFileAcornArchimedes-Wikijpg2017117 visited
40 39 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
41 40 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
42 41 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
版權聲明
陳昇瑋 從資料科學到人工智慧
51
版權聲明
序 頁 作品 版權標章 作者來源
43 42Flickr Saad AkhtarSaadAkhtarhttpsflickrp2cj282017117 visited
44 43
台灣資料科學愛好者年會httpdatascitw20152017117 visited依著作權法第465265條主張合理使用
版權聲明
17
Empirical Modeling
Traditional mathematical or computational modelingTends to rely on many often unrealistic assumptions
Not generally tested in detail against data
Result is proliferation of models that exist in parallel and are often incompatible with each other
New sourcesscales of data allow both to learntest models and also calibrate them
Observations Models Lab Field Observations
18
PREDICTION OF COUNTY-LEVEL HEART DISEASE MORTALITY
19
Prediction Accuracy
20
21
22
Language Use in Tweets
23
Social media opens up a new window of what humans actually feel and think
24
YOU ARE WHAT YOU LIKE
Social Psychology
Empirical Modeling
Kosinski Michal David Stillwell and Thore Graepel Private traits and attributes are predictable from digital records of human behavior Proceedings of the National Academy of Sciences 11015 (2013) 5802-5805
25
Personality Prediction
Personality traitsGender age relationship status friends
Sexual orientation ethnicity religion political inclination
Addictive substances (alcohol drugs cigarette) parental separation
IQ 5-Factor model satisfaction with Life
26
Data Collection
9939220 Likes (55814 unique ones) from 58466 Facebook volunteers
Sports
Music
Books
Restaurants
Popular websites
27
Ground truth
Political Inclination
Sexual Orientation
Democrat Republican
Democratic GOP (Grand Old Party)
Democratic Party Republican Party
Homosexual Heterosexual
1 0 1 0
28
Ground truth
5-Factor ModelOpenness
Conscientiousness
Extraversion
Agreeableness
Stability
29
Ground truth
Satisfaction with Life (SWL)
30
Methodology
User-Like matrix dimension reduction Singular Value Decomposition (SVD)
Prediction models Logistic Regression amp Linear Regression
31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11 Author Michal Kosinski David Stillwell and Thore Graepel
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11 Author Michal Kosinski David Stillwell and Thore Graepel
Prediction ResultsSolid Pearson corr coef between pred amp actual valuesTransparent baseline acc of the questionnaire in terms of test-retest reliability
32
Discriminative Likes (1)
因版權疑慮移除相關資料
33
Discriminative Likes (2)
因版權疑慮移除相關資料
34
Discriminative Likes (3)
因版權疑慮移除相關資料
35
Likes are Culture-Dependent (1)
男
卡提諾正妹抱報 Catworld小舖
女
Garena《英雄聯盟 LOL》 QUEEN FASHION SHOP
遊戲大亂鬥 范范范瑋琪
Garena-TW 撿便宜特賣會
好色龍 衣芙日系
放棄治療 王大陸
這樣變型男 就愛網拍特賣會
Taipei Assassins (台北暗殺星) 86小舖商城
你為什麼要放棄治療呢 HH先生
Toyz LOVFEE
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
36
Likes are Culture-Dependent (2)
已婚
嬰兒與母親懷孕生產情報站 學生愛打工
未婚
味全 MyWei Duncan
Estee Lauder Taiwan 雅詩蘭黛 林俊傑 JJ Lin
光泉HOT鮮奶 Cherng
舒潔溫柔心感動 Byebyechuchu
綠巨人 Dcard
AVON Taiwan 雅芳粉絲團 田馥甄 Hebe
人人玩遊戲 彭于晏 Eddie Peng
Creative Baby - 台灣 Dorothy
阿默典藏蛋糕 韋禮安Weibird
Can we have real privacy on social mediaUnprecedented opportunity to observe individuals in a
society
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
別讓大數據變玄學
37
2016-03-08 0254經濟日報陳昇瑋
陳昇瑋 從資料科學到人工智慧
Big data vs Machine learning vs AI
Big data 3Vs
Machine learning ldquoA field of study that gives computers the ability to
learn without being explicitly programmed
Artificial intelligence
Turning test
38
真人
機器
Room 1Room 2
陳昇瑋 從資料科學到人工智慧 39
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 40
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 41
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 42
如同精靈寶可夢需要有訓練師才能發揮能力擁有大數據
後我們也需要很多很多的機器學習專家(人稱「AI 訓練
師」)才能讓我們手中的大數據真正發揮價值
擁抱資料但別錯過 AI
陳昇瑋
台灣資料科學協會中央研究院資訊科學研究所
43
陳昇瑋 從資料科學到人工智慧
44
版權聲明
序 頁 作品 版權標章 作者來源
1 1Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
2 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo July 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
3 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo uly 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
4 3hbrorg ldquoThe New Science of Building Great Teamsrdquo by Alex Sandy Pentland FROM THE APRIL 2012 ISSUE 428httpshbrorg201204the-new-science-of-building-great-teams2017117 visited 依著作權法第465265條主張合理使用
556
7
Max pixel httpmaxpixelfreegreatpicturecomThumb-Hand-Viewing-Magnifying-Glass-Magnification-642672017117 visited
6 5
Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
45
版權聲明
序 頁 作品 版權標章 作者來源
7 5Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
8 8
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
9 9
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
10 10
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
11 11
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
12 12
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
46
版權聲明
序 頁 作品 版權標章 作者來源
13 13
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
14 14
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
15 15Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited 依著作權法第465265條主張合理使用
16 16Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
17 18publicdomainpicturesnet Rf Vectorscomhttpwwwpublicdomainpicturesnetview-imagephpimage=581962017117 visited
18 18Wikimedia Commons AngelushttpscommonswikimediaorgwikiFileStub_doctorssvg2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
47
版權聲明
序 頁 作品 版權標章 作者來源
19 19
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
20202
1
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
21 22
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
22 22
The Authentic Happiness website ldquoPositive Psychology Theoryrdquohttpswwwauthentichappinesssasupennedulearn2017117 visited依著作權法第465265條主張合理使用
23 23
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
24 24Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
48
版權聲明
序 頁 作品 版權標章 作者來源
25 25Flickr Global PanoramatheglobalpanoramahttpsflickrpqbqQQk2017117 visited
26 26MaxpixelhttpmaxpixelfreegreatpicturecomHuman-Funny-Isolated-Holding-Female-Eye-Glass-156992017117 visited
27 26MaxpixelhttpmaxpixelfreegreatpicturecomFigures-Workers-Toys-Hauling-Dolls-Scoop-Broom-780022017117 visited
28 28
International Personality Item PoolhttpipiporiorgNew_IPIP-50-item-scalehtm2017117 visited依著作權法第465265條主張合理使用
29 29
midssorgldquoThe Satisfaction with Life Scale (SWL)rdquo Pavot W amp Diener E Files Scalehttpwwwmidssorgcontentsatisfaction-life-scale-swl2017117 visited依著作權法第465265條主張合理使用
30 30
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
49
版權聲明
序 頁 作品 版權標章 作者來源
31 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
32 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
33 35 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
34 36 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
35 37
Facebook Dan Arielyhttpswwwfacebookcomdanarielyposts9043835958682017117 visited依著作權法第465265條主張合理使用
36 37
經濟日報 ldquo別讓大數據變玄學rdquo 2016-03-08 0254經濟日報陳昇瑋httpmoneyudncommoneystory562915481412017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
50
版權聲明
序 頁 作品 版權標章 作者來源
37 38publicdomainpicturesnet Dawn Hudsonhttpwwwpublicdomainpicturesnetview-imagephpimage=134740amppicture=computer-guy2017117 visited
38 38Flickr Steve WOCinTech ChatwocintechchatcomhttpsflickrpER8emC2017117 visited
39 38Wikimedia Commons PaulVernon1974httpscommonswikimediaorgwikiFileAcornArchimedes-Wikijpg2017117 visited
40 39 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
41 40 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
42 41 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
版權聲明
陳昇瑋 從資料科學到人工智慧
51
版權聲明
序 頁 作品 版權標章 作者來源
43 42Flickr Saad AkhtarSaadAkhtarhttpsflickrp2cj282017117 visited
44 43
台灣資料科學愛好者年會httpdatascitw20152017117 visited依著作權法第465265條主張合理使用
版權聲明
18
PREDICTION OF COUNTY-LEVEL HEART DISEASE MORTALITY
19
Prediction Accuracy
20
21
22
Language Use in Tweets
23
Social media opens up a new window of what humans actually feel and think
24
YOU ARE WHAT YOU LIKE
Social Psychology
Empirical Modeling
Kosinski Michal David Stillwell and Thore Graepel Private traits and attributes are predictable from digital records of human behavior Proceedings of the National Academy of Sciences 11015 (2013) 5802-5805
25
Personality Prediction
Personality traitsGender age relationship status friends
Sexual orientation ethnicity religion political inclination
Addictive substances (alcohol drugs cigarette) parental separation
IQ 5-Factor model satisfaction with Life
26
Data Collection
9939220 Likes (55814 unique ones) from 58466 Facebook volunteers
Sports
Music
Books
Restaurants
Popular websites
27
Ground truth
Political Inclination
Sexual Orientation
Democrat Republican
Democratic GOP (Grand Old Party)
Democratic Party Republican Party
Homosexual Heterosexual
1 0 1 0
28
Ground truth
5-Factor ModelOpenness
Conscientiousness
Extraversion
Agreeableness
Stability
29
Ground truth
Satisfaction with Life (SWL)
30
Methodology
User-Like matrix dimension reduction Singular Value Decomposition (SVD)
Prediction models Logistic Regression amp Linear Regression
31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11 Author Michal Kosinski David Stillwell and Thore Graepel
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11 Author Michal Kosinski David Stillwell and Thore Graepel
Prediction ResultsSolid Pearson corr coef between pred amp actual valuesTransparent baseline acc of the questionnaire in terms of test-retest reliability
32
Discriminative Likes (1)
因版權疑慮移除相關資料
33
Discriminative Likes (2)
因版權疑慮移除相關資料
34
Discriminative Likes (3)
因版權疑慮移除相關資料
35
Likes are Culture-Dependent (1)
男
卡提諾正妹抱報 Catworld小舖
女
Garena《英雄聯盟 LOL》 QUEEN FASHION SHOP
遊戲大亂鬥 范范范瑋琪
Garena-TW 撿便宜特賣會
好色龍 衣芙日系
放棄治療 王大陸
這樣變型男 就愛網拍特賣會
Taipei Assassins (台北暗殺星) 86小舖商城
你為什麼要放棄治療呢 HH先生
Toyz LOVFEE
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
36
Likes are Culture-Dependent (2)
已婚
嬰兒與母親懷孕生產情報站 學生愛打工
未婚
味全 MyWei Duncan
Estee Lauder Taiwan 雅詩蘭黛 林俊傑 JJ Lin
光泉HOT鮮奶 Cherng
舒潔溫柔心感動 Byebyechuchu
綠巨人 Dcard
AVON Taiwan 雅芳粉絲團 田馥甄 Hebe
人人玩遊戲 彭于晏 Eddie Peng
Creative Baby - 台灣 Dorothy
阿默典藏蛋糕 韋禮安Weibird
Can we have real privacy on social mediaUnprecedented opportunity to observe individuals in a
society
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
別讓大數據變玄學
37
2016-03-08 0254經濟日報陳昇瑋
陳昇瑋 從資料科學到人工智慧
Big data vs Machine learning vs AI
Big data 3Vs
Machine learning ldquoA field of study that gives computers the ability to
learn without being explicitly programmed
Artificial intelligence
Turning test
38
真人
機器
Room 1Room 2
陳昇瑋 從資料科學到人工智慧 39
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 40
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 41
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 42
如同精靈寶可夢需要有訓練師才能發揮能力擁有大數據
後我們也需要很多很多的機器學習專家(人稱「AI 訓練
師」)才能讓我們手中的大數據真正發揮價值
擁抱資料但別錯過 AI
陳昇瑋
台灣資料科學協會中央研究院資訊科學研究所
43
陳昇瑋 從資料科學到人工智慧
44
版權聲明
序 頁 作品 版權標章 作者來源
1 1Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
2 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo July 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
3 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo uly 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
4 3hbrorg ldquoThe New Science of Building Great Teamsrdquo by Alex Sandy Pentland FROM THE APRIL 2012 ISSUE 428httpshbrorg201204the-new-science-of-building-great-teams2017117 visited 依著作權法第465265條主張合理使用
556
7
Max pixel httpmaxpixelfreegreatpicturecomThumb-Hand-Viewing-Magnifying-Glass-Magnification-642672017117 visited
6 5
Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
45
版權聲明
序 頁 作品 版權標章 作者來源
7 5Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
8 8
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
9 9
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
10 10
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
11 11
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
12 12
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
46
版權聲明
序 頁 作品 版權標章 作者來源
13 13
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
14 14
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
15 15Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited 依著作權法第465265條主張合理使用
16 16Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
17 18publicdomainpicturesnet Rf Vectorscomhttpwwwpublicdomainpicturesnetview-imagephpimage=581962017117 visited
18 18Wikimedia Commons AngelushttpscommonswikimediaorgwikiFileStub_doctorssvg2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
47
版權聲明
序 頁 作品 版權標章 作者來源
19 19
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
20202
1
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
21 22
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
22 22
The Authentic Happiness website ldquoPositive Psychology Theoryrdquohttpswwwauthentichappinesssasupennedulearn2017117 visited依著作權法第465265條主張合理使用
23 23
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
24 24Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
48
版權聲明
序 頁 作品 版權標章 作者來源
25 25Flickr Global PanoramatheglobalpanoramahttpsflickrpqbqQQk2017117 visited
26 26MaxpixelhttpmaxpixelfreegreatpicturecomHuman-Funny-Isolated-Holding-Female-Eye-Glass-156992017117 visited
27 26MaxpixelhttpmaxpixelfreegreatpicturecomFigures-Workers-Toys-Hauling-Dolls-Scoop-Broom-780022017117 visited
28 28
International Personality Item PoolhttpipiporiorgNew_IPIP-50-item-scalehtm2017117 visited依著作權法第465265條主張合理使用
29 29
midssorgldquoThe Satisfaction with Life Scale (SWL)rdquo Pavot W amp Diener E Files Scalehttpwwwmidssorgcontentsatisfaction-life-scale-swl2017117 visited依著作權法第465265條主張合理使用
30 30
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
49
版權聲明
序 頁 作品 版權標章 作者來源
31 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
32 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
33 35 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
34 36 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
35 37
Facebook Dan Arielyhttpswwwfacebookcomdanarielyposts9043835958682017117 visited依著作權法第465265條主張合理使用
36 37
經濟日報 ldquo別讓大數據變玄學rdquo 2016-03-08 0254經濟日報陳昇瑋httpmoneyudncommoneystory562915481412017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
50
版權聲明
序 頁 作品 版權標章 作者來源
37 38publicdomainpicturesnet Dawn Hudsonhttpwwwpublicdomainpicturesnetview-imagephpimage=134740amppicture=computer-guy2017117 visited
38 38Flickr Steve WOCinTech ChatwocintechchatcomhttpsflickrpER8emC2017117 visited
39 38Wikimedia Commons PaulVernon1974httpscommonswikimediaorgwikiFileAcornArchimedes-Wikijpg2017117 visited
40 39 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
41 40 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
42 41 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
版權聲明
陳昇瑋 從資料科學到人工智慧
51
版權聲明
序 頁 作品 版權標章 作者來源
43 42Flickr Saad AkhtarSaadAkhtarhttpsflickrp2cj282017117 visited
44 43
台灣資料科學愛好者年會httpdatascitw20152017117 visited依著作權法第465265條主張合理使用
版權聲明
19
Prediction Accuracy
20
21
22
Language Use in Tweets
23
Social media opens up a new window of what humans actually feel and think
24
YOU ARE WHAT YOU LIKE
Social Psychology
Empirical Modeling
Kosinski Michal David Stillwell and Thore Graepel Private traits and attributes are predictable from digital records of human behavior Proceedings of the National Academy of Sciences 11015 (2013) 5802-5805
25
Personality Prediction
Personality traitsGender age relationship status friends
Sexual orientation ethnicity religion political inclination
Addictive substances (alcohol drugs cigarette) parental separation
IQ 5-Factor model satisfaction with Life
26
Data Collection
9939220 Likes (55814 unique ones) from 58466 Facebook volunteers
Sports
Music
Books
Restaurants
Popular websites
27
Ground truth
Political Inclination
Sexual Orientation
Democrat Republican
Democratic GOP (Grand Old Party)
Democratic Party Republican Party
Homosexual Heterosexual
1 0 1 0
28
Ground truth
5-Factor ModelOpenness
Conscientiousness
Extraversion
Agreeableness
Stability
29
Ground truth
Satisfaction with Life (SWL)
30
Methodology
User-Like matrix dimension reduction Singular Value Decomposition (SVD)
Prediction models Logistic Regression amp Linear Regression
31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11 Author Michal Kosinski David Stillwell and Thore Graepel
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11 Author Michal Kosinski David Stillwell and Thore Graepel
Prediction ResultsSolid Pearson corr coef between pred amp actual valuesTransparent baseline acc of the questionnaire in terms of test-retest reliability
32
Discriminative Likes (1)
因版權疑慮移除相關資料
33
Discriminative Likes (2)
因版權疑慮移除相關資料
34
Discriminative Likes (3)
因版權疑慮移除相關資料
35
Likes are Culture-Dependent (1)
男
卡提諾正妹抱報 Catworld小舖
女
Garena《英雄聯盟 LOL》 QUEEN FASHION SHOP
遊戲大亂鬥 范范范瑋琪
Garena-TW 撿便宜特賣會
好色龍 衣芙日系
放棄治療 王大陸
這樣變型男 就愛網拍特賣會
Taipei Assassins (台北暗殺星) 86小舖商城
你為什麼要放棄治療呢 HH先生
Toyz LOVFEE
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
36
Likes are Culture-Dependent (2)
已婚
嬰兒與母親懷孕生產情報站 學生愛打工
未婚
味全 MyWei Duncan
Estee Lauder Taiwan 雅詩蘭黛 林俊傑 JJ Lin
光泉HOT鮮奶 Cherng
舒潔溫柔心感動 Byebyechuchu
綠巨人 Dcard
AVON Taiwan 雅芳粉絲團 田馥甄 Hebe
人人玩遊戲 彭于晏 Eddie Peng
Creative Baby - 台灣 Dorothy
阿默典藏蛋糕 韋禮安Weibird
Can we have real privacy on social mediaUnprecedented opportunity to observe individuals in a
society
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
別讓大數據變玄學
37
2016-03-08 0254經濟日報陳昇瑋
陳昇瑋 從資料科學到人工智慧
Big data vs Machine learning vs AI
Big data 3Vs
Machine learning ldquoA field of study that gives computers the ability to
learn without being explicitly programmed
Artificial intelligence
Turning test
38
真人
機器
Room 1Room 2
陳昇瑋 從資料科學到人工智慧 39
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 40
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 41
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 42
如同精靈寶可夢需要有訓練師才能發揮能力擁有大數據
後我們也需要很多很多的機器學習專家(人稱「AI 訓練
師」)才能讓我們手中的大數據真正發揮價值
擁抱資料但別錯過 AI
陳昇瑋
台灣資料科學協會中央研究院資訊科學研究所
43
陳昇瑋 從資料科學到人工智慧
44
版權聲明
序 頁 作品 版權標章 作者來源
1 1Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
2 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo July 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
3 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo uly 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
4 3hbrorg ldquoThe New Science of Building Great Teamsrdquo by Alex Sandy Pentland FROM THE APRIL 2012 ISSUE 428httpshbrorg201204the-new-science-of-building-great-teams2017117 visited 依著作權法第465265條主張合理使用
556
7
Max pixel httpmaxpixelfreegreatpicturecomThumb-Hand-Viewing-Magnifying-Glass-Magnification-642672017117 visited
6 5
Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
45
版權聲明
序 頁 作品 版權標章 作者來源
7 5Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
8 8
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
9 9
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
10 10
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
11 11
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
12 12
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
46
版權聲明
序 頁 作品 版權標章 作者來源
13 13
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
14 14
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
15 15Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited 依著作權法第465265條主張合理使用
16 16Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
17 18publicdomainpicturesnet Rf Vectorscomhttpwwwpublicdomainpicturesnetview-imagephpimage=581962017117 visited
18 18Wikimedia Commons AngelushttpscommonswikimediaorgwikiFileStub_doctorssvg2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
47
版權聲明
序 頁 作品 版權標章 作者來源
19 19
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
20202
1
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
21 22
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
22 22
The Authentic Happiness website ldquoPositive Psychology Theoryrdquohttpswwwauthentichappinesssasupennedulearn2017117 visited依著作權法第465265條主張合理使用
23 23
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
24 24Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
48
版權聲明
序 頁 作品 版權標章 作者來源
25 25Flickr Global PanoramatheglobalpanoramahttpsflickrpqbqQQk2017117 visited
26 26MaxpixelhttpmaxpixelfreegreatpicturecomHuman-Funny-Isolated-Holding-Female-Eye-Glass-156992017117 visited
27 26MaxpixelhttpmaxpixelfreegreatpicturecomFigures-Workers-Toys-Hauling-Dolls-Scoop-Broom-780022017117 visited
28 28
International Personality Item PoolhttpipiporiorgNew_IPIP-50-item-scalehtm2017117 visited依著作權法第465265條主張合理使用
29 29
midssorgldquoThe Satisfaction with Life Scale (SWL)rdquo Pavot W amp Diener E Files Scalehttpwwwmidssorgcontentsatisfaction-life-scale-swl2017117 visited依著作權法第465265條主張合理使用
30 30
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
49
版權聲明
序 頁 作品 版權標章 作者來源
31 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
32 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
33 35 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
34 36 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
35 37
Facebook Dan Arielyhttpswwwfacebookcomdanarielyposts9043835958682017117 visited依著作權法第465265條主張合理使用
36 37
經濟日報 ldquo別讓大數據變玄學rdquo 2016-03-08 0254經濟日報陳昇瑋httpmoneyudncommoneystory562915481412017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
50
版權聲明
序 頁 作品 版權標章 作者來源
37 38publicdomainpicturesnet Dawn Hudsonhttpwwwpublicdomainpicturesnetview-imagephpimage=134740amppicture=computer-guy2017117 visited
38 38Flickr Steve WOCinTech ChatwocintechchatcomhttpsflickrpER8emC2017117 visited
39 38Wikimedia Commons PaulVernon1974httpscommonswikimediaorgwikiFileAcornArchimedes-Wikijpg2017117 visited
40 39 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
41 40 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
42 41 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
版權聲明
陳昇瑋 從資料科學到人工智慧
51
版權聲明
序 頁 作品 版權標章 作者來源
43 42Flickr Saad AkhtarSaadAkhtarhttpsflickrp2cj282017117 visited
44 43
台灣資料科學愛好者年會httpdatascitw20152017117 visited依著作權法第465265條主張合理使用
版權聲明
20
21
22
Language Use in Tweets
23
Social media opens up a new window of what humans actually feel and think
24
YOU ARE WHAT YOU LIKE
Social Psychology
Empirical Modeling
Kosinski Michal David Stillwell and Thore Graepel Private traits and attributes are predictable from digital records of human behavior Proceedings of the National Academy of Sciences 11015 (2013) 5802-5805
25
Personality Prediction
Personality traitsGender age relationship status friends
Sexual orientation ethnicity religion political inclination
Addictive substances (alcohol drugs cigarette) parental separation
IQ 5-Factor model satisfaction with Life
26
Data Collection
9939220 Likes (55814 unique ones) from 58466 Facebook volunteers
Sports
Music
Books
Restaurants
Popular websites
27
Ground truth
Political Inclination
Sexual Orientation
Democrat Republican
Democratic GOP (Grand Old Party)
Democratic Party Republican Party
Homosexual Heterosexual
1 0 1 0
28
Ground truth
5-Factor ModelOpenness
Conscientiousness
Extraversion
Agreeableness
Stability
29
Ground truth
Satisfaction with Life (SWL)
30
Methodology
User-Like matrix dimension reduction Singular Value Decomposition (SVD)
Prediction models Logistic Regression amp Linear Regression
31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11 Author Michal Kosinski David Stillwell and Thore Graepel
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11 Author Michal Kosinski David Stillwell and Thore Graepel
Prediction ResultsSolid Pearson corr coef between pred amp actual valuesTransparent baseline acc of the questionnaire in terms of test-retest reliability
32
Discriminative Likes (1)
因版權疑慮移除相關資料
33
Discriminative Likes (2)
因版權疑慮移除相關資料
34
Discriminative Likes (3)
因版權疑慮移除相關資料
35
Likes are Culture-Dependent (1)
男
卡提諾正妹抱報 Catworld小舖
女
Garena《英雄聯盟 LOL》 QUEEN FASHION SHOP
遊戲大亂鬥 范范范瑋琪
Garena-TW 撿便宜特賣會
好色龍 衣芙日系
放棄治療 王大陸
這樣變型男 就愛網拍特賣會
Taipei Assassins (台北暗殺星) 86小舖商城
你為什麼要放棄治療呢 HH先生
Toyz LOVFEE
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
36
Likes are Culture-Dependent (2)
已婚
嬰兒與母親懷孕生產情報站 學生愛打工
未婚
味全 MyWei Duncan
Estee Lauder Taiwan 雅詩蘭黛 林俊傑 JJ Lin
光泉HOT鮮奶 Cherng
舒潔溫柔心感動 Byebyechuchu
綠巨人 Dcard
AVON Taiwan 雅芳粉絲團 田馥甄 Hebe
人人玩遊戲 彭于晏 Eddie Peng
Creative Baby - 台灣 Dorothy
阿默典藏蛋糕 韋禮安Weibird
Can we have real privacy on social mediaUnprecedented opportunity to observe individuals in a
society
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
別讓大數據變玄學
37
2016-03-08 0254經濟日報陳昇瑋
陳昇瑋 從資料科學到人工智慧
Big data vs Machine learning vs AI
Big data 3Vs
Machine learning ldquoA field of study that gives computers the ability to
learn without being explicitly programmed
Artificial intelligence
Turning test
38
真人
機器
Room 1Room 2
陳昇瑋 從資料科學到人工智慧 39
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 40
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 41
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 42
如同精靈寶可夢需要有訓練師才能發揮能力擁有大數據
後我們也需要很多很多的機器學習專家(人稱「AI 訓練
師」)才能讓我們手中的大數據真正發揮價值
擁抱資料但別錯過 AI
陳昇瑋
台灣資料科學協會中央研究院資訊科學研究所
43
陳昇瑋 從資料科學到人工智慧
44
版權聲明
序 頁 作品 版權標章 作者來源
1 1Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
2 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo July 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
3 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo uly 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
4 3hbrorg ldquoThe New Science of Building Great Teamsrdquo by Alex Sandy Pentland FROM THE APRIL 2012 ISSUE 428httpshbrorg201204the-new-science-of-building-great-teams2017117 visited 依著作權法第465265條主張合理使用
556
7
Max pixel httpmaxpixelfreegreatpicturecomThumb-Hand-Viewing-Magnifying-Glass-Magnification-642672017117 visited
6 5
Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
45
版權聲明
序 頁 作品 版權標章 作者來源
7 5Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
8 8
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
9 9
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
10 10
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
11 11
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
12 12
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
46
版權聲明
序 頁 作品 版權標章 作者來源
13 13
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
14 14
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
15 15Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited 依著作權法第465265條主張合理使用
16 16Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
17 18publicdomainpicturesnet Rf Vectorscomhttpwwwpublicdomainpicturesnetview-imagephpimage=581962017117 visited
18 18Wikimedia Commons AngelushttpscommonswikimediaorgwikiFileStub_doctorssvg2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
47
版權聲明
序 頁 作品 版權標章 作者來源
19 19
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
20202
1
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
21 22
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
22 22
The Authentic Happiness website ldquoPositive Psychology Theoryrdquohttpswwwauthentichappinesssasupennedulearn2017117 visited依著作權法第465265條主張合理使用
23 23
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
24 24Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
48
版權聲明
序 頁 作品 版權標章 作者來源
25 25Flickr Global PanoramatheglobalpanoramahttpsflickrpqbqQQk2017117 visited
26 26MaxpixelhttpmaxpixelfreegreatpicturecomHuman-Funny-Isolated-Holding-Female-Eye-Glass-156992017117 visited
27 26MaxpixelhttpmaxpixelfreegreatpicturecomFigures-Workers-Toys-Hauling-Dolls-Scoop-Broom-780022017117 visited
28 28
International Personality Item PoolhttpipiporiorgNew_IPIP-50-item-scalehtm2017117 visited依著作權法第465265條主張合理使用
29 29
midssorgldquoThe Satisfaction with Life Scale (SWL)rdquo Pavot W amp Diener E Files Scalehttpwwwmidssorgcontentsatisfaction-life-scale-swl2017117 visited依著作權法第465265條主張合理使用
30 30
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
49
版權聲明
序 頁 作品 版權標章 作者來源
31 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
32 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
33 35 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
34 36 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
35 37
Facebook Dan Arielyhttpswwwfacebookcomdanarielyposts9043835958682017117 visited依著作權法第465265條主張合理使用
36 37
經濟日報 ldquo別讓大數據變玄學rdquo 2016-03-08 0254經濟日報陳昇瑋httpmoneyudncommoneystory562915481412017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
50
版權聲明
序 頁 作品 版權標章 作者來源
37 38publicdomainpicturesnet Dawn Hudsonhttpwwwpublicdomainpicturesnetview-imagephpimage=134740amppicture=computer-guy2017117 visited
38 38Flickr Steve WOCinTech ChatwocintechchatcomhttpsflickrpER8emC2017117 visited
39 38Wikimedia Commons PaulVernon1974httpscommonswikimediaorgwikiFileAcornArchimedes-Wikijpg2017117 visited
40 39 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
41 40 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
42 41 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
版權聲明
陳昇瑋 從資料科學到人工智慧
51
版權聲明
序 頁 作品 版權標章 作者來源
43 42Flickr Saad AkhtarSaadAkhtarhttpsflickrp2cj282017117 visited
44 43
台灣資料科學愛好者年會httpdatascitw20152017117 visited依著作權法第465265條主張合理使用
版權聲明
21
22
Language Use in Tweets
23
Social media opens up a new window of what humans actually feel and think
24
YOU ARE WHAT YOU LIKE
Social Psychology
Empirical Modeling
Kosinski Michal David Stillwell and Thore Graepel Private traits and attributes are predictable from digital records of human behavior Proceedings of the National Academy of Sciences 11015 (2013) 5802-5805
25
Personality Prediction
Personality traitsGender age relationship status friends
Sexual orientation ethnicity religion political inclination
Addictive substances (alcohol drugs cigarette) parental separation
IQ 5-Factor model satisfaction with Life
26
Data Collection
9939220 Likes (55814 unique ones) from 58466 Facebook volunteers
Sports
Music
Books
Restaurants
Popular websites
27
Ground truth
Political Inclination
Sexual Orientation
Democrat Republican
Democratic GOP (Grand Old Party)
Democratic Party Republican Party
Homosexual Heterosexual
1 0 1 0
28
Ground truth
5-Factor ModelOpenness
Conscientiousness
Extraversion
Agreeableness
Stability
29
Ground truth
Satisfaction with Life (SWL)
30
Methodology
User-Like matrix dimension reduction Singular Value Decomposition (SVD)
Prediction models Logistic Regression amp Linear Regression
31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11 Author Michal Kosinski David Stillwell and Thore Graepel
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11 Author Michal Kosinski David Stillwell and Thore Graepel
Prediction ResultsSolid Pearson corr coef between pred amp actual valuesTransparent baseline acc of the questionnaire in terms of test-retest reliability
32
Discriminative Likes (1)
因版權疑慮移除相關資料
33
Discriminative Likes (2)
因版權疑慮移除相關資料
34
Discriminative Likes (3)
因版權疑慮移除相關資料
35
Likes are Culture-Dependent (1)
男
卡提諾正妹抱報 Catworld小舖
女
Garena《英雄聯盟 LOL》 QUEEN FASHION SHOP
遊戲大亂鬥 范范范瑋琪
Garena-TW 撿便宜特賣會
好色龍 衣芙日系
放棄治療 王大陸
這樣變型男 就愛網拍特賣會
Taipei Assassins (台北暗殺星) 86小舖商城
你為什麼要放棄治療呢 HH先生
Toyz LOVFEE
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
36
Likes are Culture-Dependent (2)
已婚
嬰兒與母親懷孕生產情報站 學生愛打工
未婚
味全 MyWei Duncan
Estee Lauder Taiwan 雅詩蘭黛 林俊傑 JJ Lin
光泉HOT鮮奶 Cherng
舒潔溫柔心感動 Byebyechuchu
綠巨人 Dcard
AVON Taiwan 雅芳粉絲團 田馥甄 Hebe
人人玩遊戲 彭于晏 Eddie Peng
Creative Baby - 台灣 Dorothy
阿默典藏蛋糕 韋禮安Weibird
Can we have real privacy on social mediaUnprecedented opportunity to observe individuals in a
society
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
別讓大數據變玄學
37
2016-03-08 0254經濟日報陳昇瑋
陳昇瑋 從資料科學到人工智慧
Big data vs Machine learning vs AI
Big data 3Vs
Machine learning ldquoA field of study that gives computers the ability to
learn without being explicitly programmed
Artificial intelligence
Turning test
38
真人
機器
Room 1Room 2
陳昇瑋 從資料科學到人工智慧 39
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 40
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 41
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 42
如同精靈寶可夢需要有訓練師才能發揮能力擁有大數據
後我們也需要很多很多的機器學習專家(人稱「AI 訓練
師」)才能讓我們手中的大數據真正發揮價值
擁抱資料但別錯過 AI
陳昇瑋
台灣資料科學協會中央研究院資訊科學研究所
43
陳昇瑋 從資料科學到人工智慧
44
版權聲明
序 頁 作品 版權標章 作者來源
1 1Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
2 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo July 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
3 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo uly 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
4 3hbrorg ldquoThe New Science of Building Great Teamsrdquo by Alex Sandy Pentland FROM THE APRIL 2012 ISSUE 428httpshbrorg201204the-new-science-of-building-great-teams2017117 visited 依著作權法第465265條主張合理使用
556
7
Max pixel httpmaxpixelfreegreatpicturecomThumb-Hand-Viewing-Magnifying-Glass-Magnification-642672017117 visited
6 5
Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
45
版權聲明
序 頁 作品 版權標章 作者來源
7 5Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
8 8
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
9 9
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
10 10
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
11 11
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
12 12
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
46
版權聲明
序 頁 作品 版權標章 作者來源
13 13
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
14 14
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
15 15Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited 依著作權法第465265條主張合理使用
16 16Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
17 18publicdomainpicturesnet Rf Vectorscomhttpwwwpublicdomainpicturesnetview-imagephpimage=581962017117 visited
18 18Wikimedia Commons AngelushttpscommonswikimediaorgwikiFileStub_doctorssvg2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
47
版權聲明
序 頁 作品 版權標章 作者來源
19 19
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
20202
1
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
21 22
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
22 22
The Authentic Happiness website ldquoPositive Psychology Theoryrdquohttpswwwauthentichappinesssasupennedulearn2017117 visited依著作權法第465265條主張合理使用
23 23
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
24 24Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
48
版權聲明
序 頁 作品 版權標章 作者來源
25 25Flickr Global PanoramatheglobalpanoramahttpsflickrpqbqQQk2017117 visited
26 26MaxpixelhttpmaxpixelfreegreatpicturecomHuman-Funny-Isolated-Holding-Female-Eye-Glass-156992017117 visited
27 26MaxpixelhttpmaxpixelfreegreatpicturecomFigures-Workers-Toys-Hauling-Dolls-Scoop-Broom-780022017117 visited
28 28
International Personality Item PoolhttpipiporiorgNew_IPIP-50-item-scalehtm2017117 visited依著作權法第465265條主張合理使用
29 29
midssorgldquoThe Satisfaction with Life Scale (SWL)rdquo Pavot W amp Diener E Files Scalehttpwwwmidssorgcontentsatisfaction-life-scale-swl2017117 visited依著作權法第465265條主張合理使用
30 30
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
49
版權聲明
序 頁 作品 版權標章 作者來源
31 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
32 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
33 35 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
34 36 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
35 37
Facebook Dan Arielyhttpswwwfacebookcomdanarielyposts9043835958682017117 visited依著作權法第465265條主張合理使用
36 37
經濟日報 ldquo別讓大數據變玄學rdquo 2016-03-08 0254經濟日報陳昇瑋httpmoneyudncommoneystory562915481412017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
50
版權聲明
序 頁 作品 版權標章 作者來源
37 38publicdomainpicturesnet Dawn Hudsonhttpwwwpublicdomainpicturesnetview-imagephpimage=134740amppicture=computer-guy2017117 visited
38 38Flickr Steve WOCinTech ChatwocintechchatcomhttpsflickrpER8emC2017117 visited
39 38Wikimedia Commons PaulVernon1974httpscommonswikimediaorgwikiFileAcornArchimedes-Wikijpg2017117 visited
40 39 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
41 40 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
42 41 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
版權聲明
陳昇瑋 從資料科學到人工智慧
51
版權聲明
序 頁 作品 版權標章 作者來源
43 42Flickr Saad AkhtarSaadAkhtarhttpsflickrp2cj282017117 visited
44 43
台灣資料科學愛好者年會httpdatascitw20152017117 visited依著作權法第465265條主張合理使用
版權聲明
22
Language Use in Tweets
23
Social media opens up a new window of what humans actually feel and think
24
YOU ARE WHAT YOU LIKE
Social Psychology
Empirical Modeling
Kosinski Michal David Stillwell and Thore Graepel Private traits and attributes are predictable from digital records of human behavior Proceedings of the National Academy of Sciences 11015 (2013) 5802-5805
25
Personality Prediction
Personality traitsGender age relationship status friends
Sexual orientation ethnicity religion political inclination
Addictive substances (alcohol drugs cigarette) parental separation
IQ 5-Factor model satisfaction with Life
26
Data Collection
9939220 Likes (55814 unique ones) from 58466 Facebook volunteers
Sports
Music
Books
Restaurants
Popular websites
27
Ground truth
Political Inclination
Sexual Orientation
Democrat Republican
Democratic GOP (Grand Old Party)
Democratic Party Republican Party
Homosexual Heterosexual
1 0 1 0
28
Ground truth
5-Factor ModelOpenness
Conscientiousness
Extraversion
Agreeableness
Stability
29
Ground truth
Satisfaction with Life (SWL)
30
Methodology
User-Like matrix dimension reduction Singular Value Decomposition (SVD)
Prediction models Logistic Regression amp Linear Regression
31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11 Author Michal Kosinski David Stillwell and Thore Graepel
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11 Author Michal Kosinski David Stillwell and Thore Graepel
Prediction ResultsSolid Pearson corr coef between pred amp actual valuesTransparent baseline acc of the questionnaire in terms of test-retest reliability
32
Discriminative Likes (1)
因版權疑慮移除相關資料
33
Discriminative Likes (2)
因版權疑慮移除相關資料
34
Discriminative Likes (3)
因版權疑慮移除相關資料
35
Likes are Culture-Dependent (1)
男
卡提諾正妹抱報 Catworld小舖
女
Garena《英雄聯盟 LOL》 QUEEN FASHION SHOP
遊戲大亂鬥 范范范瑋琪
Garena-TW 撿便宜特賣會
好色龍 衣芙日系
放棄治療 王大陸
這樣變型男 就愛網拍特賣會
Taipei Assassins (台北暗殺星) 86小舖商城
你為什麼要放棄治療呢 HH先生
Toyz LOVFEE
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
36
Likes are Culture-Dependent (2)
已婚
嬰兒與母親懷孕生產情報站 學生愛打工
未婚
味全 MyWei Duncan
Estee Lauder Taiwan 雅詩蘭黛 林俊傑 JJ Lin
光泉HOT鮮奶 Cherng
舒潔溫柔心感動 Byebyechuchu
綠巨人 Dcard
AVON Taiwan 雅芳粉絲團 田馥甄 Hebe
人人玩遊戲 彭于晏 Eddie Peng
Creative Baby - 台灣 Dorothy
阿默典藏蛋糕 韋禮安Weibird
Can we have real privacy on social mediaUnprecedented opportunity to observe individuals in a
society
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
別讓大數據變玄學
37
2016-03-08 0254經濟日報陳昇瑋
陳昇瑋 從資料科學到人工智慧
Big data vs Machine learning vs AI
Big data 3Vs
Machine learning ldquoA field of study that gives computers the ability to
learn without being explicitly programmed
Artificial intelligence
Turning test
38
真人
機器
Room 1Room 2
陳昇瑋 從資料科學到人工智慧 39
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 40
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 41
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 42
如同精靈寶可夢需要有訓練師才能發揮能力擁有大數據
後我們也需要很多很多的機器學習專家(人稱「AI 訓練
師」)才能讓我們手中的大數據真正發揮價值
擁抱資料但別錯過 AI
陳昇瑋
台灣資料科學協會中央研究院資訊科學研究所
43
陳昇瑋 從資料科學到人工智慧
44
版權聲明
序 頁 作品 版權標章 作者來源
1 1Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
2 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo July 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
3 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo uly 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
4 3hbrorg ldquoThe New Science of Building Great Teamsrdquo by Alex Sandy Pentland FROM THE APRIL 2012 ISSUE 428httpshbrorg201204the-new-science-of-building-great-teams2017117 visited 依著作權法第465265條主張合理使用
556
7
Max pixel httpmaxpixelfreegreatpicturecomThumb-Hand-Viewing-Magnifying-Glass-Magnification-642672017117 visited
6 5
Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
45
版權聲明
序 頁 作品 版權標章 作者來源
7 5Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
8 8
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
9 9
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
10 10
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
11 11
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
12 12
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
46
版權聲明
序 頁 作品 版權標章 作者來源
13 13
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
14 14
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
15 15Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited 依著作權法第465265條主張合理使用
16 16Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
17 18publicdomainpicturesnet Rf Vectorscomhttpwwwpublicdomainpicturesnetview-imagephpimage=581962017117 visited
18 18Wikimedia Commons AngelushttpscommonswikimediaorgwikiFileStub_doctorssvg2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
47
版權聲明
序 頁 作品 版權標章 作者來源
19 19
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
20202
1
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
21 22
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
22 22
The Authentic Happiness website ldquoPositive Psychology Theoryrdquohttpswwwauthentichappinesssasupennedulearn2017117 visited依著作權法第465265條主張合理使用
23 23
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
24 24Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
48
版權聲明
序 頁 作品 版權標章 作者來源
25 25Flickr Global PanoramatheglobalpanoramahttpsflickrpqbqQQk2017117 visited
26 26MaxpixelhttpmaxpixelfreegreatpicturecomHuman-Funny-Isolated-Holding-Female-Eye-Glass-156992017117 visited
27 26MaxpixelhttpmaxpixelfreegreatpicturecomFigures-Workers-Toys-Hauling-Dolls-Scoop-Broom-780022017117 visited
28 28
International Personality Item PoolhttpipiporiorgNew_IPIP-50-item-scalehtm2017117 visited依著作權法第465265條主張合理使用
29 29
midssorgldquoThe Satisfaction with Life Scale (SWL)rdquo Pavot W amp Diener E Files Scalehttpwwwmidssorgcontentsatisfaction-life-scale-swl2017117 visited依著作權法第465265條主張合理使用
30 30
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
49
版權聲明
序 頁 作品 版權標章 作者來源
31 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
32 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
33 35 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
34 36 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
35 37
Facebook Dan Arielyhttpswwwfacebookcomdanarielyposts9043835958682017117 visited依著作權法第465265條主張合理使用
36 37
經濟日報 ldquo別讓大數據變玄學rdquo 2016-03-08 0254經濟日報陳昇瑋httpmoneyudncommoneystory562915481412017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
50
版權聲明
序 頁 作品 版權標章 作者來源
37 38publicdomainpicturesnet Dawn Hudsonhttpwwwpublicdomainpicturesnetview-imagephpimage=134740amppicture=computer-guy2017117 visited
38 38Flickr Steve WOCinTech ChatwocintechchatcomhttpsflickrpER8emC2017117 visited
39 38Wikimedia Commons PaulVernon1974httpscommonswikimediaorgwikiFileAcornArchimedes-Wikijpg2017117 visited
40 39 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
41 40 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
42 41 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
版權聲明
陳昇瑋 從資料科學到人工智慧
51
版權聲明
序 頁 作品 版權標章 作者來源
43 42Flickr Saad AkhtarSaadAkhtarhttpsflickrp2cj282017117 visited
44 43
台灣資料科學愛好者年會httpdatascitw20152017117 visited依著作權法第465265條主張合理使用
版權聲明
23
Social media opens up a new window of what humans actually feel and think
24
YOU ARE WHAT YOU LIKE
Social Psychology
Empirical Modeling
Kosinski Michal David Stillwell and Thore Graepel Private traits and attributes are predictable from digital records of human behavior Proceedings of the National Academy of Sciences 11015 (2013) 5802-5805
25
Personality Prediction
Personality traitsGender age relationship status friends
Sexual orientation ethnicity religion political inclination
Addictive substances (alcohol drugs cigarette) parental separation
IQ 5-Factor model satisfaction with Life
26
Data Collection
9939220 Likes (55814 unique ones) from 58466 Facebook volunteers
Sports
Music
Books
Restaurants
Popular websites
27
Ground truth
Political Inclination
Sexual Orientation
Democrat Republican
Democratic GOP (Grand Old Party)
Democratic Party Republican Party
Homosexual Heterosexual
1 0 1 0
28
Ground truth
5-Factor ModelOpenness
Conscientiousness
Extraversion
Agreeableness
Stability
29
Ground truth
Satisfaction with Life (SWL)
30
Methodology
User-Like matrix dimension reduction Singular Value Decomposition (SVD)
Prediction models Logistic Regression amp Linear Regression
31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11 Author Michal Kosinski David Stillwell and Thore Graepel
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11 Author Michal Kosinski David Stillwell and Thore Graepel
Prediction ResultsSolid Pearson corr coef between pred amp actual valuesTransparent baseline acc of the questionnaire in terms of test-retest reliability
32
Discriminative Likes (1)
因版權疑慮移除相關資料
33
Discriminative Likes (2)
因版權疑慮移除相關資料
34
Discriminative Likes (3)
因版權疑慮移除相關資料
35
Likes are Culture-Dependent (1)
男
卡提諾正妹抱報 Catworld小舖
女
Garena《英雄聯盟 LOL》 QUEEN FASHION SHOP
遊戲大亂鬥 范范范瑋琪
Garena-TW 撿便宜特賣會
好色龍 衣芙日系
放棄治療 王大陸
這樣變型男 就愛網拍特賣會
Taipei Assassins (台北暗殺星) 86小舖商城
你為什麼要放棄治療呢 HH先生
Toyz LOVFEE
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
36
Likes are Culture-Dependent (2)
已婚
嬰兒與母親懷孕生產情報站 學生愛打工
未婚
味全 MyWei Duncan
Estee Lauder Taiwan 雅詩蘭黛 林俊傑 JJ Lin
光泉HOT鮮奶 Cherng
舒潔溫柔心感動 Byebyechuchu
綠巨人 Dcard
AVON Taiwan 雅芳粉絲團 田馥甄 Hebe
人人玩遊戲 彭于晏 Eddie Peng
Creative Baby - 台灣 Dorothy
阿默典藏蛋糕 韋禮安Weibird
Can we have real privacy on social mediaUnprecedented opportunity to observe individuals in a
society
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
別讓大數據變玄學
37
2016-03-08 0254經濟日報陳昇瑋
陳昇瑋 從資料科學到人工智慧
Big data vs Machine learning vs AI
Big data 3Vs
Machine learning ldquoA field of study that gives computers the ability to
learn without being explicitly programmed
Artificial intelligence
Turning test
38
真人
機器
Room 1Room 2
陳昇瑋 從資料科學到人工智慧 39
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 40
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 41
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 42
如同精靈寶可夢需要有訓練師才能發揮能力擁有大數據
後我們也需要很多很多的機器學習專家(人稱「AI 訓練
師」)才能讓我們手中的大數據真正發揮價值
擁抱資料但別錯過 AI
陳昇瑋
台灣資料科學協會中央研究院資訊科學研究所
43
陳昇瑋 從資料科學到人工智慧
44
版權聲明
序 頁 作品 版權標章 作者來源
1 1Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
2 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo July 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
3 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo uly 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
4 3hbrorg ldquoThe New Science of Building Great Teamsrdquo by Alex Sandy Pentland FROM THE APRIL 2012 ISSUE 428httpshbrorg201204the-new-science-of-building-great-teams2017117 visited 依著作權法第465265條主張合理使用
556
7
Max pixel httpmaxpixelfreegreatpicturecomThumb-Hand-Viewing-Magnifying-Glass-Magnification-642672017117 visited
6 5
Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
45
版權聲明
序 頁 作品 版權標章 作者來源
7 5Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
8 8
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
9 9
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
10 10
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
11 11
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
12 12
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
46
版權聲明
序 頁 作品 版權標章 作者來源
13 13
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
14 14
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
15 15Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited 依著作權法第465265條主張合理使用
16 16Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
17 18publicdomainpicturesnet Rf Vectorscomhttpwwwpublicdomainpicturesnetview-imagephpimage=581962017117 visited
18 18Wikimedia Commons AngelushttpscommonswikimediaorgwikiFileStub_doctorssvg2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
47
版權聲明
序 頁 作品 版權標章 作者來源
19 19
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
20202
1
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
21 22
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
22 22
The Authentic Happiness website ldquoPositive Psychology Theoryrdquohttpswwwauthentichappinesssasupennedulearn2017117 visited依著作權法第465265條主張合理使用
23 23
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
24 24Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
48
版權聲明
序 頁 作品 版權標章 作者來源
25 25Flickr Global PanoramatheglobalpanoramahttpsflickrpqbqQQk2017117 visited
26 26MaxpixelhttpmaxpixelfreegreatpicturecomHuman-Funny-Isolated-Holding-Female-Eye-Glass-156992017117 visited
27 26MaxpixelhttpmaxpixelfreegreatpicturecomFigures-Workers-Toys-Hauling-Dolls-Scoop-Broom-780022017117 visited
28 28
International Personality Item PoolhttpipiporiorgNew_IPIP-50-item-scalehtm2017117 visited依著作權法第465265條主張合理使用
29 29
midssorgldquoThe Satisfaction with Life Scale (SWL)rdquo Pavot W amp Diener E Files Scalehttpwwwmidssorgcontentsatisfaction-life-scale-swl2017117 visited依著作權法第465265條主張合理使用
30 30
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
49
版權聲明
序 頁 作品 版權標章 作者來源
31 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
32 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
33 35 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
34 36 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
35 37
Facebook Dan Arielyhttpswwwfacebookcomdanarielyposts9043835958682017117 visited依著作權法第465265條主張合理使用
36 37
經濟日報 ldquo別讓大數據變玄學rdquo 2016-03-08 0254經濟日報陳昇瑋httpmoneyudncommoneystory562915481412017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
50
版權聲明
序 頁 作品 版權標章 作者來源
37 38publicdomainpicturesnet Dawn Hudsonhttpwwwpublicdomainpicturesnetview-imagephpimage=134740amppicture=computer-guy2017117 visited
38 38Flickr Steve WOCinTech ChatwocintechchatcomhttpsflickrpER8emC2017117 visited
39 38Wikimedia Commons PaulVernon1974httpscommonswikimediaorgwikiFileAcornArchimedes-Wikijpg2017117 visited
40 39 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
41 40 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
42 41 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
版權聲明
陳昇瑋 從資料科學到人工智慧
51
版權聲明
序 頁 作品 版權標章 作者來源
43 42Flickr Saad AkhtarSaadAkhtarhttpsflickrp2cj282017117 visited
44 43
台灣資料科學愛好者年會httpdatascitw20152017117 visited依著作權法第465265條主張合理使用
版權聲明
24
YOU ARE WHAT YOU LIKE
Social Psychology
Empirical Modeling
Kosinski Michal David Stillwell and Thore Graepel Private traits and attributes are predictable from digital records of human behavior Proceedings of the National Academy of Sciences 11015 (2013) 5802-5805
25
Personality Prediction
Personality traitsGender age relationship status friends
Sexual orientation ethnicity religion political inclination
Addictive substances (alcohol drugs cigarette) parental separation
IQ 5-Factor model satisfaction with Life
26
Data Collection
9939220 Likes (55814 unique ones) from 58466 Facebook volunteers
Sports
Music
Books
Restaurants
Popular websites
27
Ground truth
Political Inclination
Sexual Orientation
Democrat Republican
Democratic GOP (Grand Old Party)
Democratic Party Republican Party
Homosexual Heterosexual
1 0 1 0
28
Ground truth
5-Factor ModelOpenness
Conscientiousness
Extraversion
Agreeableness
Stability
29
Ground truth
Satisfaction with Life (SWL)
30
Methodology
User-Like matrix dimension reduction Singular Value Decomposition (SVD)
Prediction models Logistic Regression amp Linear Regression
31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11 Author Michal Kosinski David Stillwell and Thore Graepel
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11 Author Michal Kosinski David Stillwell and Thore Graepel
Prediction ResultsSolid Pearson corr coef between pred amp actual valuesTransparent baseline acc of the questionnaire in terms of test-retest reliability
32
Discriminative Likes (1)
因版權疑慮移除相關資料
33
Discriminative Likes (2)
因版權疑慮移除相關資料
34
Discriminative Likes (3)
因版權疑慮移除相關資料
35
Likes are Culture-Dependent (1)
男
卡提諾正妹抱報 Catworld小舖
女
Garena《英雄聯盟 LOL》 QUEEN FASHION SHOP
遊戲大亂鬥 范范范瑋琪
Garena-TW 撿便宜特賣會
好色龍 衣芙日系
放棄治療 王大陸
這樣變型男 就愛網拍特賣會
Taipei Assassins (台北暗殺星) 86小舖商城
你為什麼要放棄治療呢 HH先生
Toyz LOVFEE
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
36
Likes are Culture-Dependent (2)
已婚
嬰兒與母親懷孕生產情報站 學生愛打工
未婚
味全 MyWei Duncan
Estee Lauder Taiwan 雅詩蘭黛 林俊傑 JJ Lin
光泉HOT鮮奶 Cherng
舒潔溫柔心感動 Byebyechuchu
綠巨人 Dcard
AVON Taiwan 雅芳粉絲團 田馥甄 Hebe
人人玩遊戲 彭于晏 Eddie Peng
Creative Baby - 台灣 Dorothy
阿默典藏蛋糕 韋禮安Weibird
Can we have real privacy on social mediaUnprecedented opportunity to observe individuals in a
society
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
別讓大數據變玄學
37
2016-03-08 0254經濟日報陳昇瑋
陳昇瑋 從資料科學到人工智慧
Big data vs Machine learning vs AI
Big data 3Vs
Machine learning ldquoA field of study that gives computers the ability to
learn without being explicitly programmed
Artificial intelligence
Turning test
38
真人
機器
Room 1Room 2
陳昇瑋 從資料科學到人工智慧 39
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 40
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 41
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 42
如同精靈寶可夢需要有訓練師才能發揮能力擁有大數據
後我們也需要很多很多的機器學習專家(人稱「AI 訓練
師」)才能讓我們手中的大數據真正發揮價值
擁抱資料但別錯過 AI
陳昇瑋
台灣資料科學協會中央研究院資訊科學研究所
43
陳昇瑋 從資料科學到人工智慧
44
版權聲明
序 頁 作品 版權標章 作者來源
1 1Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
2 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo July 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
3 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo uly 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
4 3hbrorg ldquoThe New Science of Building Great Teamsrdquo by Alex Sandy Pentland FROM THE APRIL 2012 ISSUE 428httpshbrorg201204the-new-science-of-building-great-teams2017117 visited 依著作權法第465265條主張合理使用
556
7
Max pixel httpmaxpixelfreegreatpicturecomThumb-Hand-Viewing-Magnifying-Glass-Magnification-642672017117 visited
6 5
Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
45
版權聲明
序 頁 作品 版權標章 作者來源
7 5Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
8 8
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
9 9
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
10 10
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
11 11
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
12 12
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
46
版權聲明
序 頁 作品 版權標章 作者來源
13 13
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
14 14
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
15 15Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited 依著作權法第465265條主張合理使用
16 16Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
17 18publicdomainpicturesnet Rf Vectorscomhttpwwwpublicdomainpicturesnetview-imagephpimage=581962017117 visited
18 18Wikimedia Commons AngelushttpscommonswikimediaorgwikiFileStub_doctorssvg2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
47
版權聲明
序 頁 作品 版權標章 作者來源
19 19
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
20202
1
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
21 22
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
22 22
The Authentic Happiness website ldquoPositive Psychology Theoryrdquohttpswwwauthentichappinesssasupennedulearn2017117 visited依著作權法第465265條主張合理使用
23 23
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
24 24Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
48
版權聲明
序 頁 作品 版權標章 作者來源
25 25Flickr Global PanoramatheglobalpanoramahttpsflickrpqbqQQk2017117 visited
26 26MaxpixelhttpmaxpixelfreegreatpicturecomHuman-Funny-Isolated-Holding-Female-Eye-Glass-156992017117 visited
27 26MaxpixelhttpmaxpixelfreegreatpicturecomFigures-Workers-Toys-Hauling-Dolls-Scoop-Broom-780022017117 visited
28 28
International Personality Item PoolhttpipiporiorgNew_IPIP-50-item-scalehtm2017117 visited依著作權法第465265條主張合理使用
29 29
midssorgldquoThe Satisfaction with Life Scale (SWL)rdquo Pavot W amp Diener E Files Scalehttpwwwmidssorgcontentsatisfaction-life-scale-swl2017117 visited依著作權法第465265條主張合理使用
30 30
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
49
版權聲明
序 頁 作品 版權標章 作者來源
31 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
32 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
33 35 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
34 36 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
35 37
Facebook Dan Arielyhttpswwwfacebookcomdanarielyposts9043835958682017117 visited依著作權法第465265條主張合理使用
36 37
經濟日報 ldquo別讓大數據變玄學rdquo 2016-03-08 0254經濟日報陳昇瑋httpmoneyudncommoneystory562915481412017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
50
版權聲明
序 頁 作品 版權標章 作者來源
37 38publicdomainpicturesnet Dawn Hudsonhttpwwwpublicdomainpicturesnetview-imagephpimage=134740amppicture=computer-guy2017117 visited
38 38Flickr Steve WOCinTech ChatwocintechchatcomhttpsflickrpER8emC2017117 visited
39 38Wikimedia Commons PaulVernon1974httpscommonswikimediaorgwikiFileAcornArchimedes-Wikijpg2017117 visited
40 39 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
41 40 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
42 41 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
版權聲明
陳昇瑋 從資料科學到人工智慧
51
版權聲明
序 頁 作品 版權標章 作者來源
43 42Flickr Saad AkhtarSaadAkhtarhttpsflickrp2cj282017117 visited
44 43
台灣資料科學愛好者年會httpdatascitw20152017117 visited依著作權法第465265條主張合理使用
版權聲明
25
Personality Prediction
Personality traitsGender age relationship status friends
Sexual orientation ethnicity religion political inclination
Addictive substances (alcohol drugs cigarette) parental separation
IQ 5-Factor model satisfaction with Life
26
Data Collection
9939220 Likes (55814 unique ones) from 58466 Facebook volunteers
Sports
Music
Books
Restaurants
Popular websites
27
Ground truth
Political Inclination
Sexual Orientation
Democrat Republican
Democratic GOP (Grand Old Party)
Democratic Party Republican Party
Homosexual Heterosexual
1 0 1 0
28
Ground truth
5-Factor ModelOpenness
Conscientiousness
Extraversion
Agreeableness
Stability
29
Ground truth
Satisfaction with Life (SWL)
30
Methodology
User-Like matrix dimension reduction Singular Value Decomposition (SVD)
Prediction models Logistic Regression amp Linear Regression
31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11 Author Michal Kosinski David Stillwell and Thore Graepel
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11 Author Michal Kosinski David Stillwell and Thore Graepel
Prediction ResultsSolid Pearson corr coef between pred amp actual valuesTransparent baseline acc of the questionnaire in terms of test-retest reliability
32
Discriminative Likes (1)
因版權疑慮移除相關資料
33
Discriminative Likes (2)
因版權疑慮移除相關資料
34
Discriminative Likes (3)
因版權疑慮移除相關資料
35
Likes are Culture-Dependent (1)
男
卡提諾正妹抱報 Catworld小舖
女
Garena《英雄聯盟 LOL》 QUEEN FASHION SHOP
遊戲大亂鬥 范范范瑋琪
Garena-TW 撿便宜特賣會
好色龍 衣芙日系
放棄治療 王大陸
這樣變型男 就愛網拍特賣會
Taipei Assassins (台北暗殺星) 86小舖商城
你為什麼要放棄治療呢 HH先生
Toyz LOVFEE
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
36
Likes are Culture-Dependent (2)
已婚
嬰兒與母親懷孕生產情報站 學生愛打工
未婚
味全 MyWei Duncan
Estee Lauder Taiwan 雅詩蘭黛 林俊傑 JJ Lin
光泉HOT鮮奶 Cherng
舒潔溫柔心感動 Byebyechuchu
綠巨人 Dcard
AVON Taiwan 雅芳粉絲團 田馥甄 Hebe
人人玩遊戲 彭于晏 Eddie Peng
Creative Baby - 台灣 Dorothy
阿默典藏蛋糕 韋禮安Weibird
Can we have real privacy on social mediaUnprecedented opportunity to observe individuals in a
society
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
別讓大數據變玄學
37
2016-03-08 0254經濟日報陳昇瑋
陳昇瑋 從資料科學到人工智慧
Big data vs Machine learning vs AI
Big data 3Vs
Machine learning ldquoA field of study that gives computers the ability to
learn without being explicitly programmed
Artificial intelligence
Turning test
38
真人
機器
Room 1Room 2
陳昇瑋 從資料科學到人工智慧 39
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 40
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 41
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 42
如同精靈寶可夢需要有訓練師才能發揮能力擁有大數據
後我們也需要很多很多的機器學習專家(人稱「AI 訓練
師」)才能讓我們手中的大數據真正發揮價值
擁抱資料但別錯過 AI
陳昇瑋
台灣資料科學協會中央研究院資訊科學研究所
43
陳昇瑋 從資料科學到人工智慧
44
版權聲明
序 頁 作品 版權標章 作者來源
1 1Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
2 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo July 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
3 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo uly 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
4 3hbrorg ldquoThe New Science of Building Great Teamsrdquo by Alex Sandy Pentland FROM THE APRIL 2012 ISSUE 428httpshbrorg201204the-new-science-of-building-great-teams2017117 visited 依著作權法第465265條主張合理使用
556
7
Max pixel httpmaxpixelfreegreatpicturecomThumb-Hand-Viewing-Magnifying-Glass-Magnification-642672017117 visited
6 5
Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
45
版權聲明
序 頁 作品 版權標章 作者來源
7 5Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
8 8
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
9 9
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
10 10
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
11 11
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
12 12
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
46
版權聲明
序 頁 作品 版權標章 作者來源
13 13
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
14 14
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
15 15Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited 依著作權法第465265條主張合理使用
16 16Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
17 18publicdomainpicturesnet Rf Vectorscomhttpwwwpublicdomainpicturesnetview-imagephpimage=581962017117 visited
18 18Wikimedia Commons AngelushttpscommonswikimediaorgwikiFileStub_doctorssvg2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
47
版權聲明
序 頁 作品 版權標章 作者來源
19 19
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
20202
1
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
21 22
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
22 22
The Authentic Happiness website ldquoPositive Psychology Theoryrdquohttpswwwauthentichappinesssasupennedulearn2017117 visited依著作權法第465265條主張合理使用
23 23
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
24 24Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
48
版權聲明
序 頁 作品 版權標章 作者來源
25 25Flickr Global PanoramatheglobalpanoramahttpsflickrpqbqQQk2017117 visited
26 26MaxpixelhttpmaxpixelfreegreatpicturecomHuman-Funny-Isolated-Holding-Female-Eye-Glass-156992017117 visited
27 26MaxpixelhttpmaxpixelfreegreatpicturecomFigures-Workers-Toys-Hauling-Dolls-Scoop-Broom-780022017117 visited
28 28
International Personality Item PoolhttpipiporiorgNew_IPIP-50-item-scalehtm2017117 visited依著作權法第465265條主張合理使用
29 29
midssorgldquoThe Satisfaction with Life Scale (SWL)rdquo Pavot W amp Diener E Files Scalehttpwwwmidssorgcontentsatisfaction-life-scale-swl2017117 visited依著作權法第465265條主張合理使用
30 30
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
49
版權聲明
序 頁 作品 版權標章 作者來源
31 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
32 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
33 35 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
34 36 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
35 37
Facebook Dan Arielyhttpswwwfacebookcomdanarielyposts9043835958682017117 visited依著作權法第465265條主張合理使用
36 37
經濟日報 ldquo別讓大數據變玄學rdquo 2016-03-08 0254經濟日報陳昇瑋httpmoneyudncommoneystory562915481412017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
50
版權聲明
序 頁 作品 版權標章 作者來源
37 38publicdomainpicturesnet Dawn Hudsonhttpwwwpublicdomainpicturesnetview-imagephpimage=134740amppicture=computer-guy2017117 visited
38 38Flickr Steve WOCinTech ChatwocintechchatcomhttpsflickrpER8emC2017117 visited
39 38Wikimedia Commons PaulVernon1974httpscommonswikimediaorgwikiFileAcornArchimedes-Wikijpg2017117 visited
40 39 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
41 40 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
42 41 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
版權聲明
陳昇瑋 從資料科學到人工智慧
51
版權聲明
序 頁 作品 版權標章 作者來源
43 42Flickr Saad AkhtarSaadAkhtarhttpsflickrp2cj282017117 visited
44 43
台灣資料科學愛好者年會httpdatascitw20152017117 visited依著作權法第465265條主張合理使用
版權聲明
26
Data Collection
9939220 Likes (55814 unique ones) from 58466 Facebook volunteers
Sports
Music
Books
Restaurants
Popular websites
27
Ground truth
Political Inclination
Sexual Orientation
Democrat Republican
Democratic GOP (Grand Old Party)
Democratic Party Republican Party
Homosexual Heterosexual
1 0 1 0
28
Ground truth
5-Factor ModelOpenness
Conscientiousness
Extraversion
Agreeableness
Stability
29
Ground truth
Satisfaction with Life (SWL)
30
Methodology
User-Like matrix dimension reduction Singular Value Decomposition (SVD)
Prediction models Logistic Regression amp Linear Regression
31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11 Author Michal Kosinski David Stillwell and Thore Graepel
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11 Author Michal Kosinski David Stillwell and Thore Graepel
Prediction ResultsSolid Pearson corr coef between pred amp actual valuesTransparent baseline acc of the questionnaire in terms of test-retest reliability
32
Discriminative Likes (1)
因版權疑慮移除相關資料
33
Discriminative Likes (2)
因版權疑慮移除相關資料
34
Discriminative Likes (3)
因版權疑慮移除相關資料
35
Likes are Culture-Dependent (1)
男
卡提諾正妹抱報 Catworld小舖
女
Garena《英雄聯盟 LOL》 QUEEN FASHION SHOP
遊戲大亂鬥 范范范瑋琪
Garena-TW 撿便宜特賣會
好色龍 衣芙日系
放棄治療 王大陸
這樣變型男 就愛網拍特賣會
Taipei Assassins (台北暗殺星) 86小舖商城
你為什麼要放棄治療呢 HH先生
Toyz LOVFEE
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
36
Likes are Culture-Dependent (2)
已婚
嬰兒與母親懷孕生產情報站 學生愛打工
未婚
味全 MyWei Duncan
Estee Lauder Taiwan 雅詩蘭黛 林俊傑 JJ Lin
光泉HOT鮮奶 Cherng
舒潔溫柔心感動 Byebyechuchu
綠巨人 Dcard
AVON Taiwan 雅芳粉絲團 田馥甄 Hebe
人人玩遊戲 彭于晏 Eddie Peng
Creative Baby - 台灣 Dorothy
阿默典藏蛋糕 韋禮安Weibird
Can we have real privacy on social mediaUnprecedented opportunity to observe individuals in a
society
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
別讓大數據變玄學
37
2016-03-08 0254經濟日報陳昇瑋
陳昇瑋 從資料科學到人工智慧
Big data vs Machine learning vs AI
Big data 3Vs
Machine learning ldquoA field of study that gives computers the ability to
learn without being explicitly programmed
Artificial intelligence
Turning test
38
真人
機器
Room 1Room 2
陳昇瑋 從資料科學到人工智慧 39
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 40
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 41
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 42
如同精靈寶可夢需要有訓練師才能發揮能力擁有大數據
後我們也需要很多很多的機器學習專家(人稱「AI 訓練
師」)才能讓我們手中的大數據真正發揮價值
擁抱資料但別錯過 AI
陳昇瑋
台灣資料科學協會中央研究院資訊科學研究所
43
陳昇瑋 從資料科學到人工智慧
44
版權聲明
序 頁 作品 版權標章 作者來源
1 1Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
2 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo July 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
3 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo uly 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
4 3hbrorg ldquoThe New Science of Building Great Teamsrdquo by Alex Sandy Pentland FROM THE APRIL 2012 ISSUE 428httpshbrorg201204the-new-science-of-building-great-teams2017117 visited 依著作權法第465265條主張合理使用
556
7
Max pixel httpmaxpixelfreegreatpicturecomThumb-Hand-Viewing-Magnifying-Glass-Magnification-642672017117 visited
6 5
Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
45
版權聲明
序 頁 作品 版權標章 作者來源
7 5Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
8 8
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
9 9
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
10 10
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
11 11
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
12 12
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
46
版權聲明
序 頁 作品 版權標章 作者來源
13 13
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
14 14
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
15 15Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited 依著作權法第465265條主張合理使用
16 16Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
17 18publicdomainpicturesnet Rf Vectorscomhttpwwwpublicdomainpicturesnetview-imagephpimage=581962017117 visited
18 18Wikimedia Commons AngelushttpscommonswikimediaorgwikiFileStub_doctorssvg2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
47
版權聲明
序 頁 作品 版權標章 作者來源
19 19
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
20202
1
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
21 22
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
22 22
The Authentic Happiness website ldquoPositive Psychology Theoryrdquohttpswwwauthentichappinesssasupennedulearn2017117 visited依著作權法第465265條主張合理使用
23 23
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
24 24Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
48
版權聲明
序 頁 作品 版權標章 作者來源
25 25Flickr Global PanoramatheglobalpanoramahttpsflickrpqbqQQk2017117 visited
26 26MaxpixelhttpmaxpixelfreegreatpicturecomHuman-Funny-Isolated-Holding-Female-Eye-Glass-156992017117 visited
27 26MaxpixelhttpmaxpixelfreegreatpicturecomFigures-Workers-Toys-Hauling-Dolls-Scoop-Broom-780022017117 visited
28 28
International Personality Item PoolhttpipiporiorgNew_IPIP-50-item-scalehtm2017117 visited依著作權法第465265條主張合理使用
29 29
midssorgldquoThe Satisfaction with Life Scale (SWL)rdquo Pavot W amp Diener E Files Scalehttpwwwmidssorgcontentsatisfaction-life-scale-swl2017117 visited依著作權法第465265條主張合理使用
30 30
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
49
版權聲明
序 頁 作品 版權標章 作者來源
31 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
32 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
33 35 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
34 36 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
35 37
Facebook Dan Arielyhttpswwwfacebookcomdanarielyposts9043835958682017117 visited依著作權法第465265條主張合理使用
36 37
經濟日報 ldquo別讓大數據變玄學rdquo 2016-03-08 0254經濟日報陳昇瑋httpmoneyudncommoneystory562915481412017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
50
版權聲明
序 頁 作品 版權標章 作者來源
37 38publicdomainpicturesnet Dawn Hudsonhttpwwwpublicdomainpicturesnetview-imagephpimage=134740amppicture=computer-guy2017117 visited
38 38Flickr Steve WOCinTech ChatwocintechchatcomhttpsflickrpER8emC2017117 visited
39 38Wikimedia Commons PaulVernon1974httpscommonswikimediaorgwikiFileAcornArchimedes-Wikijpg2017117 visited
40 39 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
41 40 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
42 41 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
版權聲明
陳昇瑋 從資料科學到人工智慧
51
版權聲明
序 頁 作品 版權標章 作者來源
43 42Flickr Saad AkhtarSaadAkhtarhttpsflickrp2cj282017117 visited
44 43
台灣資料科學愛好者年會httpdatascitw20152017117 visited依著作權法第465265條主張合理使用
版權聲明
27
Ground truth
Political Inclination
Sexual Orientation
Democrat Republican
Democratic GOP (Grand Old Party)
Democratic Party Republican Party
Homosexual Heterosexual
1 0 1 0
28
Ground truth
5-Factor ModelOpenness
Conscientiousness
Extraversion
Agreeableness
Stability
29
Ground truth
Satisfaction with Life (SWL)
30
Methodology
User-Like matrix dimension reduction Singular Value Decomposition (SVD)
Prediction models Logistic Regression amp Linear Regression
31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11 Author Michal Kosinski David Stillwell and Thore Graepel
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11 Author Michal Kosinski David Stillwell and Thore Graepel
Prediction ResultsSolid Pearson corr coef between pred amp actual valuesTransparent baseline acc of the questionnaire in terms of test-retest reliability
32
Discriminative Likes (1)
因版權疑慮移除相關資料
33
Discriminative Likes (2)
因版權疑慮移除相關資料
34
Discriminative Likes (3)
因版權疑慮移除相關資料
35
Likes are Culture-Dependent (1)
男
卡提諾正妹抱報 Catworld小舖
女
Garena《英雄聯盟 LOL》 QUEEN FASHION SHOP
遊戲大亂鬥 范范范瑋琪
Garena-TW 撿便宜特賣會
好色龍 衣芙日系
放棄治療 王大陸
這樣變型男 就愛網拍特賣會
Taipei Assassins (台北暗殺星) 86小舖商城
你為什麼要放棄治療呢 HH先生
Toyz LOVFEE
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
36
Likes are Culture-Dependent (2)
已婚
嬰兒與母親懷孕生產情報站 學生愛打工
未婚
味全 MyWei Duncan
Estee Lauder Taiwan 雅詩蘭黛 林俊傑 JJ Lin
光泉HOT鮮奶 Cherng
舒潔溫柔心感動 Byebyechuchu
綠巨人 Dcard
AVON Taiwan 雅芳粉絲團 田馥甄 Hebe
人人玩遊戲 彭于晏 Eddie Peng
Creative Baby - 台灣 Dorothy
阿默典藏蛋糕 韋禮安Weibird
Can we have real privacy on social mediaUnprecedented opportunity to observe individuals in a
society
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
別讓大數據變玄學
37
2016-03-08 0254經濟日報陳昇瑋
陳昇瑋 從資料科學到人工智慧
Big data vs Machine learning vs AI
Big data 3Vs
Machine learning ldquoA field of study that gives computers the ability to
learn without being explicitly programmed
Artificial intelligence
Turning test
38
真人
機器
Room 1Room 2
陳昇瑋 從資料科學到人工智慧 39
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 40
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 41
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 42
如同精靈寶可夢需要有訓練師才能發揮能力擁有大數據
後我們也需要很多很多的機器學習專家(人稱「AI 訓練
師」)才能讓我們手中的大數據真正發揮價值
擁抱資料但別錯過 AI
陳昇瑋
台灣資料科學協會中央研究院資訊科學研究所
43
陳昇瑋 從資料科學到人工智慧
44
版權聲明
序 頁 作品 版權標章 作者來源
1 1Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
2 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo July 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
3 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo uly 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
4 3hbrorg ldquoThe New Science of Building Great Teamsrdquo by Alex Sandy Pentland FROM THE APRIL 2012 ISSUE 428httpshbrorg201204the-new-science-of-building-great-teams2017117 visited 依著作權法第465265條主張合理使用
556
7
Max pixel httpmaxpixelfreegreatpicturecomThumb-Hand-Viewing-Magnifying-Glass-Magnification-642672017117 visited
6 5
Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
45
版權聲明
序 頁 作品 版權標章 作者來源
7 5Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
8 8
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
9 9
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
10 10
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
11 11
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
12 12
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
46
版權聲明
序 頁 作品 版權標章 作者來源
13 13
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
14 14
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
15 15Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited 依著作權法第465265條主張合理使用
16 16Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
17 18publicdomainpicturesnet Rf Vectorscomhttpwwwpublicdomainpicturesnetview-imagephpimage=581962017117 visited
18 18Wikimedia Commons AngelushttpscommonswikimediaorgwikiFileStub_doctorssvg2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
47
版權聲明
序 頁 作品 版權標章 作者來源
19 19
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
20202
1
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
21 22
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
22 22
The Authentic Happiness website ldquoPositive Psychology Theoryrdquohttpswwwauthentichappinesssasupennedulearn2017117 visited依著作權法第465265條主張合理使用
23 23
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
24 24Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
48
版權聲明
序 頁 作品 版權標章 作者來源
25 25Flickr Global PanoramatheglobalpanoramahttpsflickrpqbqQQk2017117 visited
26 26MaxpixelhttpmaxpixelfreegreatpicturecomHuman-Funny-Isolated-Holding-Female-Eye-Glass-156992017117 visited
27 26MaxpixelhttpmaxpixelfreegreatpicturecomFigures-Workers-Toys-Hauling-Dolls-Scoop-Broom-780022017117 visited
28 28
International Personality Item PoolhttpipiporiorgNew_IPIP-50-item-scalehtm2017117 visited依著作權法第465265條主張合理使用
29 29
midssorgldquoThe Satisfaction with Life Scale (SWL)rdquo Pavot W amp Diener E Files Scalehttpwwwmidssorgcontentsatisfaction-life-scale-swl2017117 visited依著作權法第465265條主張合理使用
30 30
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
49
版權聲明
序 頁 作品 版權標章 作者來源
31 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
32 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
33 35 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
34 36 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
35 37
Facebook Dan Arielyhttpswwwfacebookcomdanarielyposts9043835958682017117 visited依著作權法第465265條主張合理使用
36 37
經濟日報 ldquo別讓大數據變玄學rdquo 2016-03-08 0254經濟日報陳昇瑋httpmoneyudncommoneystory562915481412017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
50
版權聲明
序 頁 作品 版權標章 作者來源
37 38publicdomainpicturesnet Dawn Hudsonhttpwwwpublicdomainpicturesnetview-imagephpimage=134740amppicture=computer-guy2017117 visited
38 38Flickr Steve WOCinTech ChatwocintechchatcomhttpsflickrpER8emC2017117 visited
39 38Wikimedia Commons PaulVernon1974httpscommonswikimediaorgwikiFileAcornArchimedes-Wikijpg2017117 visited
40 39 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
41 40 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
42 41 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
版權聲明
陳昇瑋 從資料科學到人工智慧
51
版權聲明
序 頁 作品 版權標章 作者來源
43 42Flickr Saad AkhtarSaadAkhtarhttpsflickrp2cj282017117 visited
44 43
台灣資料科學愛好者年會httpdatascitw20152017117 visited依著作權法第465265條主張合理使用
版權聲明
28
Ground truth
5-Factor ModelOpenness
Conscientiousness
Extraversion
Agreeableness
Stability
29
Ground truth
Satisfaction with Life (SWL)
30
Methodology
User-Like matrix dimension reduction Singular Value Decomposition (SVD)
Prediction models Logistic Regression amp Linear Regression
31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11 Author Michal Kosinski David Stillwell and Thore Graepel
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11 Author Michal Kosinski David Stillwell and Thore Graepel
Prediction ResultsSolid Pearson corr coef between pred amp actual valuesTransparent baseline acc of the questionnaire in terms of test-retest reliability
32
Discriminative Likes (1)
因版權疑慮移除相關資料
33
Discriminative Likes (2)
因版權疑慮移除相關資料
34
Discriminative Likes (3)
因版權疑慮移除相關資料
35
Likes are Culture-Dependent (1)
男
卡提諾正妹抱報 Catworld小舖
女
Garena《英雄聯盟 LOL》 QUEEN FASHION SHOP
遊戲大亂鬥 范范范瑋琪
Garena-TW 撿便宜特賣會
好色龍 衣芙日系
放棄治療 王大陸
這樣變型男 就愛網拍特賣會
Taipei Assassins (台北暗殺星) 86小舖商城
你為什麼要放棄治療呢 HH先生
Toyz LOVFEE
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
36
Likes are Culture-Dependent (2)
已婚
嬰兒與母親懷孕生產情報站 學生愛打工
未婚
味全 MyWei Duncan
Estee Lauder Taiwan 雅詩蘭黛 林俊傑 JJ Lin
光泉HOT鮮奶 Cherng
舒潔溫柔心感動 Byebyechuchu
綠巨人 Dcard
AVON Taiwan 雅芳粉絲團 田馥甄 Hebe
人人玩遊戲 彭于晏 Eddie Peng
Creative Baby - 台灣 Dorothy
阿默典藏蛋糕 韋禮安Weibird
Can we have real privacy on social mediaUnprecedented opportunity to observe individuals in a
society
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
別讓大數據變玄學
37
2016-03-08 0254經濟日報陳昇瑋
陳昇瑋 從資料科學到人工智慧
Big data vs Machine learning vs AI
Big data 3Vs
Machine learning ldquoA field of study that gives computers the ability to
learn without being explicitly programmed
Artificial intelligence
Turning test
38
真人
機器
Room 1Room 2
陳昇瑋 從資料科學到人工智慧 39
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 40
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 41
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 42
如同精靈寶可夢需要有訓練師才能發揮能力擁有大數據
後我們也需要很多很多的機器學習專家(人稱「AI 訓練
師」)才能讓我們手中的大數據真正發揮價值
擁抱資料但別錯過 AI
陳昇瑋
台灣資料科學協會中央研究院資訊科學研究所
43
陳昇瑋 從資料科學到人工智慧
44
版權聲明
序 頁 作品 版權標章 作者來源
1 1Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
2 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo July 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
3 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo uly 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
4 3hbrorg ldquoThe New Science of Building Great Teamsrdquo by Alex Sandy Pentland FROM THE APRIL 2012 ISSUE 428httpshbrorg201204the-new-science-of-building-great-teams2017117 visited 依著作權法第465265條主張合理使用
556
7
Max pixel httpmaxpixelfreegreatpicturecomThumb-Hand-Viewing-Magnifying-Glass-Magnification-642672017117 visited
6 5
Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
45
版權聲明
序 頁 作品 版權標章 作者來源
7 5Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
8 8
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
9 9
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
10 10
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
11 11
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
12 12
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
46
版權聲明
序 頁 作品 版權標章 作者來源
13 13
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
14 14
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
15 15Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited 依著作權法第465265條主張合理使用
16 16Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
17 18publicdomainpicturesnet Rf Vectorscomhttpwwwpublicdomainpicturesnetview-imagephpimage=581962017117 visited
18 18Wikimedia Commons AngelushttpscommonswikimediaorgwikiFileStub_doctorssvg2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
47
版權聲明
序 頁 作品 版權標章 作者來源
19 19
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
20202
1
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
21 22
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
22 22
The Authentic Happiness website ldquoPositive Psychology Theoryrdquohttpswwwauthentichappinesssasupennedulearn2017117 visited依著作權法第465265條主張合理使用
23 23
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
24 24Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
48
版權聲明
序 頁 作品 版權標章 作者來源
25 25Flickr Global PanoramatheglobalpanoramahttpsflickrpqbqQQk2017117 visited
26 26MaxpixelhttpmaxpixelfreegreatpicturecomHuman-Funny-Isolated-Holding-Female-Eye-Glass-156992017117 visited
27 26MaxpixelhttpmaxpixelfreegreatpicturecomFigures-Workers-Toys-Hauling-Dolls-Scoop-Broom-780022017117 visited
28 28
International Personality Item PoolhttpipiporiorgNew_IPIP-50-item-scalehtm2017117 visited依著作權法第465265條主張合理使用
29 29
midssorgldquoThe Satisfaction with Life Scale (SWL)rdquo Pavot W amp Diener E Files Scalehttpwwwmidssorgcontentsatisfaction-life-scale-swl2017117 visited依著作權法第465265條主張合理使用
30 30
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
49
版權聲明
序 頁 作品 版權標章 作者來源
31 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
32 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
33 35 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
34 36 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
35 37
Facebook Dan Arielyhttpswwwfacebookcomdanarielyposts9043835958682017117 visited依著作權法第465265條主張合理使用
36 37
經濟日報 ldquo別讓大數據變玄學rdquo 2016-03-08 0254經濟日報陳昇瑋httpmoneyudncommoneystory562915481412017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
50
版權聲明
序 頁 作品 版權標章 作者來源
37 38publicdomainpicturesnet Dawn Hudsonhttpwwwpublicdomainpicturesnetview-imagephpimage=134740amppicture=computer-guy2017117 visited
38 38Flickr Steve WOCinTech ChatwocintechchatcomhttpsflickrpER8emC2017117 visited
39 38Wikimedia Commons PaulVernon1974httpscommonswikimediaorgwikiFileAcornArchimedes-Wikijpg2017117 visited
40 39 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
41 40 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
42 41 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
版權聲明
陳昇瑋 從資料科學到人工智慧
51
版權聲明
序 頁 作品 版權標章 作者來源
43 42Flickr Saad AkhtarSaadAkhtarhttpsflickrp2cj282017117 visited
44 43
台灣資料科學愛好者年會httpdatascitw20152017117 visited依著作權法第465265條主張合理使用
版權聲明
29
Ground truth
Satisfaction with Life (SWL)
30
Methodology
User-Like matrix dimension reduction Singular Value Decomposition (SVD)
Prediction models Logistic Regression amp Linear Regression
31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11 Author Michal Kosinski David Stillwell and Thore Graepel
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11 Author Michal Kosinski David Stillwell and Thore Graepel
Prediction ResultsSolid Pearson corr coef between pred amp actual valuesTransparent baseline acc of the questionnaire in terms of test-retest reliability
32
Discriminative Likes (1)
因版權疑慮移除相關資料
33
Discriminative Likes (2)
因版權疑慮移除相關資料
34
Discriminative Likes (3)
因版權疑慮移除相關資料
35
Likes are Culture-Dependent (1)
男
卡提諾正妹抱報 Catworld小舖
女
Garena《英雄聯盟 LOL》 QUEEN FASHION SHOP
遊戲大亂鬥 范范范瑋琪
Garena-TW 撿便宜特賣會
好色龍 衣芙日系
放棄治療 王大陸
這樣變型男 就愛網拍特賣會
Taipei Assassins (台北暗殺星) 86小舖商城
你為什麼要放棄治療呢 HH先生
Toyz LOVFEE
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
36
Likes are Culture-Dependent (2)
已婚
嬰兒與母親懷孕生產情報站 學生愛打工
未婚
味全 MyWei Duncan
Estee Lauder Taiwan 雅詩蘭黛 林俊傑 JJ Lin
光泉HOT鮮奶 Cherng
舒潔溫柔心感動 Byebyechuchu
綠巨人 Dcard
AVON Taiwan 雅芳粉絲團 田馥甄 Hebe
人人玩遊戲 彭于晏 Eddie Peng
Creative Baby - 台灣 Dorothy
阿默典藏蛋糕 韋禮安Weibird
Can we have real privacy on social mediaUnprecedented opportunity to observe individuals in a
society
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
別讓大數據變玄學
37
2016-03-08 0254經濟日報陳昇瑋
陳昇瑋 從資料科學到人工智慧
Big data vs Machine learning vs AI
Big data 3Vs
Machine learning ldquoA field of study that gives computers the ability to
learn without being explicitly programmed
Artificial intelligence
Turning test
38
真人
機器
Room 1Room 2
陳昇瑋 從資料科學到人工智慧 39
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 40
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 41
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 42
如同精靈寶可夢需要有訓練師才能發揮能力擁有大數據
後我們也需要很多很多的機器學習專家(人稱「AI 訓練
師」)才能讓我們手中的大數據真正發揮價值
擁抱資料但別錯過 AI
陳昇瑋
台灣資料科學協會中央研究院資訊科學研究所
43
陳昇瑋 從資料科學到人工智慧
44
版權聲明
序 頁 作品 版權標章 作者來源
1 1Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
2 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo July 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
3 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo uly 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
4 3hbrorg ldquoThe New Science of Building Great Teamsrdquo by Alex Sandy Pentland FROM THE APRIL 2012 ISSUE 428httpshbrorg201204the-new-science-of-building-great-teams2017117 visited 依著作權法第465265條主張合理使用
556
7
Max pixel httpmaxpixelfreegreatpicturecomThumb-Hand-Viewing-Magnifying-Glass-Magnification-642672017117 visited
6 5
Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
45
版權聲明
序 頁 作品 版權標章 作者來源
7 5Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
8 8
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
9 9
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
10 10
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
11 11
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
12 12
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
46
版權聲明
序 頁 作品 版權標章 作者來源
13 13
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
14 14
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
15 15Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited 依著作權法第465265條主張合理使用
16 16Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
17 18publicdomainpicturesnet Rf Vectorscomhttpwwwpublicdomainpicturesnetview-imagephpimage=581962017117 visited
18 18Wikimedia Commons AngelushttpscommonswikimediaorgwikiFileStub_doctorssvg2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
47
版權聲明
序 頁 作品 版權標章 作者來源
19 19
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
20202
1
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
21 22
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
22 22
The Authentic Happiness website ldquoPositive Psychology Theoryrdquohttpswwwauthentichappinesssasupennedulearn2017117 visited依著作權法第465265條主張合理使用
23 23
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
24 24Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
48
版權聲明
序 頁 作品 版權標章 作者來源
25 25Flickr Global PanoramatheglobalpanoramahttpsflickrpqbqQQk2017117 visited
26 26MaxpixelhttpmaxpixelfreegreatpicturecomHuman-Funny-Isolated-Holding-Female-Eye-Glass-156992017117 visited
27 26MaxpixelhttpmaxpixelfreegreatpicturecomFigures-Workers-Toys-Hauling-Dolls-Scoop-Broom-780022017117 visited
28 28
International Personality Item PoolhttpipiporiorgNew_IPIP-50-item-scalehtm2017117 visited依著作權法第465265條主張合理使用
29 29
midssorgldquoThe Satisfaction with Life Scale (SWL)rdquo Pavot W amp Diener E Files Scalehttpwwwmidssorgcontentsatisfaction-life-scale-swl2017117 visited依著作權法第465265條主張合理使用
30 30
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
49
版權聲明
序 頁 作品 版權標章 作者來源
31 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
32 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
33 35 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
34 36 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
35 37
Facebook Dan Arielyhttpswwwfacebookcomdanarielyposts9043835958682017117 visited依著作權法第465265條主張合理使用
36 37
經濟日報 ldquo別讓大數據變玄學rdquo 2016-03-08 0254經濟日報陳昇瑋httpmoneyudncommoneystory562915481412017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
50
版權聲明
序 頁 作品 版權標章 作者來源
37 38publicdomainpicturesnet Dawn Hudsonhttpwwwpublicdomainpicturesnetview-imagephpimage=134740amppicture=computer-guy2017117 visited
38 38Flickr Steve WOCinTech ChatwocintechchatcomhttpsflickrpER8emC2017117 visited
39 38Wikimedia Commons PaulVernon1974httpscommonswikimediaorgwikiFileAcornArchimedes-Wikijpg2017117 visited
40 39 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
41 40 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
42 41 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
版權聲明
陳昇瑋 從資料科學到人工智慧
51
版權聲明
序 頁 作品 版權標章 作者來源
43 42Flickr Saad AkhtarSaadAkhtarhttpsflickrp2cj282017117 visited
44 43
台灣資料科學愛好者年會httpdatascitw20152017117 visited依著作權法第465265條主張合理使用
版權聲明
30
Methodology
User-Like matrix dimension reduction Singular Value Decomposition (SVD)
Prediction models Logistic Regression amp Linear Regression
31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11 Author Michal Kosinski David Stillwell and Thore Graepel
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11 Author Michal Kosinski David Stillwell and Thore Graepel
Prediction ResultsSolid Pearson corr coef between pred amp actual valuesTransparent baseline acc of the questionnaire in terms of test-retest reliability
32
Discriminative Likes (1)
因版權疑慮移除相關資料
33
Discriminative Likes (2)
因版權疑慮移除相關資料
34
Discriminative Likes (3)
因版權疑慮移除相關資料
35
Likes are Culture-Dependent (1)
男
卡提諾正妹抱報 Catworld小舖
女
Garena《英雄聯盟 LOL》 QUEEN FASHION SHOP
遊戲大亂鬥 范范范瑋琪
Garena-TW 撿便宜特賣會
好色龍 衣芙日系
放棄治療 王大陸
這樣變型男 就愛網拍特賣會
Taipei Assassins (台北暗殺星) 86小舖商城
你為什麼要放棄治療呢 HH先生
Toyz LOVFEE
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
36
Likes are Culture-Dependent (2)
已婚
嬰兒與母親懷孕生產情報站 學生愛打工
未婚
味全 MyWei Duncan
Estee Lauder Taiwan 雅詩蘭黛 林俊傑 JJ Lin
光泉HOT鮮奶 Cherng
舒潔溫柔心感動 Byebyechuchu
綠巨人 Dcard
AVON Taiwan 雅芳粉絲團 田馥甄 Hebe
人人玩遊戲 彭于晏 Eddie Peng
Creative Baby - 台灣 Dorothy
阿默典藏蛋糕 韋禮安Weibird
Can we have real privacy on social mediaUnprecedented opportunity to observe individuals in a
society
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
別讓大數據變玄學
37
2016-03-08 0254經濟日報陳昇瑋
陳昇瑋 從資料科學到人工智慧
Big data vs Machine learning vs AI
Big data 3Vs
Machine learning ldquoA field of study that gives computers the ability to
learn without being explicitly programmed
Artificial intelligence
Turning test
38
真人
機器
Room 1Room 2
陳昇瑋 從資料科學到人工智慧 39
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 40
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 41
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 42
如同精靈寶可夢需要有訓練師才能發揮能力擁有大數據
後我們也需要很多很多的機器學習專家(人稱「AI 訓練
師」)才能讓我們手中的大數據真正發揮價值
擁抱資料但別錯過 AI
陳昇瑋
台灣資料科學協會中央研究院資訊科學研究所
43
陳昇瑋 從資料科學到人工智慧
44
版權聲明
序 頁 作品 版權標章 作者來源
1 1Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
2 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo July 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
3 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo uly 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
4 3hbrorg ldquoThe New Science of Building Great Teamsrdquo by Alex Sandy Pentland FROM THE APRIL 2012 ISSUE 428httpshbrorg201204the-new-science-of-building-great-teams2017117 visited 依著作權法第465265條主張合理使用
556
7
Max pixel httpmaxpixelfreegreatpicturecomThumb-Hand-Viewing-Magnifying-Glass-Magnification-642672017117 visited
6 5
Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
45
版權聲明
序 頁 作品 版權標章 作者來源
7 5Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
8 8
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
9 9
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
10 10
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
11 11
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
12 12
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
46
版權聲明
序 頁 作品 版權標章 作者來源
13 13
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
14 14
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
15 15Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited 依著作權法第465265條主張合理使用
16 16Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
17 18publicdomainpicturesnet Rf Vectorscomhttpwwwpublicdomainpicturesnetview-imagephpimage=581962017117 visited
18 18Wikimedia Commons AngelushttpscommonswikimediaorgwikiFileStub_doctorssvg2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
47
版權聲明
序 頁 作品 版權標章 作者來源
19 19
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
20202
1
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
21 22
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
22 22
The Authentic Happiness website ldquoPositive Psychology Theoryrdquohttpswwwauthentichappinesssasupennedulearn2017117 visited依著作權法第465265條主張合理使用
23 23
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
24 24Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
48
版權聲明
序 頁 作品 版權標章 作者來源
25 25Flickr Global PanoramatheglobalpanoramahttpsflickrpqbqQQk2017117 visited
26 26MaxpixelhttpmaxpixelfreegreatpicturecomHuman-Funny-Isolated-Holding-Female-Eye-Glass-156992017117 visited
27 26MaxpixelhttpmaxpixelfreegreatpicturecomFigures-Workers-Toys-Hauling-Dolls-Scoop-Broom-780022017117 visited
28 28
International Personality Item PoolhttpipiporiorgNew_IPIP-50-item-scalehtm2017117 visited依著作權法第465265條主張合理使用
29 29
midssorgldquoThe Satisfaction with Life Scale (SWL)rdquo Pavot W amp Diener E Files Scalehttpwwwmidssorgcontentsatisfaction-life-scale-swl2017117 visited依著作權法第465265條主張合理使用
30 30
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
49
版權聲明
序 頁 作品 版權標章 作者來源
31 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
32 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
33 35 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
34 36 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
35 37
Facebook Dan Arielyhttpswwwfacebookcomdanarielyposts9043835958682017117 visited依著作權法第465265條主張合理使用
36 37
經濟日報 ldquo別讓大數據變玄學rdquo 2016-03-08 0254經濟日報陳昇瑋httpmoneyudncommoneystory562915481412017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
50
版權聲明
序 頁 作品 版權標章 作者來源
37 38publicdomainpicturesnet Dawn Hudsonhttpwwwpublicdomainpicturesnetview-imagephpimage=134740amppicture=computer-guy2017117 visited
38 38Flickr Steve WOCinTech ChatwocintechchatcomhttpsflickrpER8emC2017117 visited
39 38Wikimedia Commons PaulVernon1974httpscommonswikimediaorgwikiFileAcornArchimedes-Wikijpg2017117 visited
40 39 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
41 40 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
42 41 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
版權聲明
陳昇瑋 從資料科學到人工智慧
51
版權聲明
序 頁 作品 版權標章 作者來源
43 42Flickr Saad AkhtarSaadAkhtarhttpsflickrp2cj282017117 visited
44 43
台灣資料科學愛好者年會httpdatascitw20152017117 visited依著作權法第465265條主張合理使用
版權聲明
31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11 Author Michal Kosinski David Stillwell and Thore Graepel
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11 Author Michal Kosinski David Stillwell and Thore Graepel
Prediction ResultsSolid Pearson corr coef between pred amp actual valuesTransparent baseline acc of the questionnaire in terms of test-retest reliability
32
Discriminative Likes (1)
因版權疑慮移除相關資料
33
Discriminative Likes (2)
因版權疑慮移除相關資料
34
Discriminative Likes (3)
因版權疑慮移除相關資料
35
Likes are Culture-Dependent (1)
男
卡提諾正妹抱報 Catworld小舖
女
Garena《英雄聯盟 LOL》 QUEEN FASHION SHOP
遊戲大亂鬥 范范范瑋琪
Garena-TW 撿便宜特賣會
好色龍 衣芙日系
放棄治療 王大陸
這樣變型男 就愛網拍特賣會
Taipei Assassins (台北暗殺星) 86小舖商城
你為什麼要放棄治療呢 HH先生
Toyz LOVFEE
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
36
Likes are Culture-Dependent (2)
已婚
嬰兒與母親懷孕生產情報站 學生愛打工
未婚
味全 MyWei Duncan
Estee Lauder Taiwan 雅詩蘭黛 林俊傑 JJ Lin
光泉HOT鮮奶 Cherng
舒潔溫柔心感動 Byebyechuchu
綠巨人 Dcard
AVON Taiwan 雅芳粉絲團 田馥甄 Hebe
人人玩遊戲 彭于晏 Eddie Peng
Creative Baby - 台灣 Dorothy
阿默典藏蛋糕 韋禮安Weibird
Can we have real privacy on social mediaUnprecedented opportunity to observe individuals in a
society
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
別讓大數據變玄學
37
2016-03-08 0254經濟日報陳昇瑋
陳昇瑋 從資料科學到人工智慧
Big data vs Machine learning vs AI
Big data 3Vs
Machine learning ldquoA field of study that gives computers the ability to
learn without being explicitly programmed
Artificial intelligence
Turning test
38
真人
機器
Room 1Room 2
陳昇瑋 從資料科學到人工智慧 39
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 40
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 41
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 42
如同精靈寶可夢需要有訓練師才能發揮能力擁有大數據
後我們也需要很多很多的機器學習專家(人稱「AI 訓練
師」)才能讓我們手中的大數據真正發揮價值
擁抱資料但別錯過 AI
陳昇瑋
台灣資料科學協會中央研究院資訊科學研究所
43
陳昇瑋 從資料科學到人工智慧
44
版權聲明
序 頁 作品 版權標章 作者來源
1 1Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
2 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo July 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
3 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo uly 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
4 3hbrorg ldquoThe New Science of Building Great Teamsrdquo by Alex Sandy Pentland FROM THE APRIL 2012 ISSUE 428httpshbrorg201204the-new-science-of-building-great-teams2017117 visited 依著作權法第465265條主張合理使用
556
7
Max pixel httpmaxpixelfreegreatpicturecomThumb-Hand-Viewing-Magnifying-Glass-Magnification-642672017117 visited
6 5
Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
45
版權聲明
序 頁 作品 版權標章 作者來源
7 5Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
8 8
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
9 9
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
10 10
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
11 11
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
12 12
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
46
版權聲明
序 頁 作品 版權標章 作者來源
13 13
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
14 14
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
15 15Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited 依著作權法第465265條主張合理使用
16 16Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
17 18publicdomainpicturesnet Rf Vectorscomhttpwwwpublicdomainpicturesnetview-imagephpimage=581962017117 visited
18 18Wikimedia Commons AngelushttpscommonswikimediaorgwikiFileStub_doctorssvg2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
47
版權聲明
序 頁 作品 版權標章 作者來源
19 19
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
20202
1
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
21 22
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
22 22
The Authentic Happiness website ldquoPositive Psychology Theoryrdquohttpswwwauthentichappinesssasupennedulearn2017117 visited依著作權法第465265條主張合理使用
23 23
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
24 24Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
48
版權聲明
序 頁 作品 版權標章 作者來源
25 25Flickr Global PanoramatheglobalpanoramahttpsflickrpqbqQQk2017117 visited
26 26MaxpixelhttpmaxpixelfreegreatpicturecomHuman-Funny-Isolated-Holding-Female-Eye-Glass-156992017117 visited
27 26MaxpixelhttpmaxpixelfreegreatpicturecomFigures-Workers-Toys-Hauling-Dolls-Scoop-Broom-780022017117 visited
28 28
International Personality Item PoolhttpipiporiorgNew_IPIP-50-item-scalehtm2017117 visited依著作權法第465265條主張合理使用
29 29
midssorgldquoThe Satisfaction with Life Scale (SWL)rdquo Pavot W amp Diener E Files Scalehttpwwwmidssorgcontentsatisfaction-life-scale-swl2017117 visited依著作權法第465265條主張合理使用
30 30
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
49
版權聲明
序 頁 作品 版權標章 作者來源
31 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
32 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
33 35 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
34 36 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
35 37
Facebook Dan Arielyhttpswwwfacebookcomdanarielyposts9043835958682017117 visited依著作權法第465265條主張合理使用
36 37
經濟日報 ldquo別讓大數據變玄學rdquo 2016-03-08 0254經濟日報陳昇瑋httpmoneyudncommoneystory562915481412017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
50
版權聲明
序 頁 作品 版權標章 作者來源
37 38publicdomainpicturesnet Dawn Hudsonhttpwwwpublicdomainpicturesnetview-imagephpimage=134740amppicture=computer-guy2017117 visited
38 38Flickr Steve WOCinTech ChatwocintechchatcomhttpsflickrpER8emC2017117 visited
39 38Wikimedia Commons PaulVernon1974httpscommonswikimediaorgwikiFileAcornArchimedes-Wikijpg2017117 visited
40 39 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
41 40 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
42 41 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
版權聲明
陳昇瑋 從資料科學到人工智慧
51
版權聲明
序 頁 作品 版權標章 作者來源
43 42Flickr Saad AkhtarSaadAkhtarhttpsflickrp2cj282017117 visited
44 43
台灣資料科學愛好者年會httpdatascitw20152017117 visited依著作權法第465265條主張合理使用
版權聲明
32
Discriminative Likes (1)
因版權疑慮移除相關資料
33
Discriminative Likes (2)
因版權疑慮移除相關資料
34
Discriminative Likes (3)
因版權疑慮移除相關資料
35
Likes are Culture-Dependent (1)
男
卡提諾正妹抱報 Catworld小舖
女
Garena《英雄聯盟 LOL》 QUEEN FASHION SHOP
遊戲大亂鬥 范范范瑋琪
Garena-TW 撿便宜特賣會
好色龍 衣芙日系
放棄治療 王大陸
這樣變型男 就愛網拍特賣會
Taipei Assassins (台北暗殺星) 86小舖商城
你為什麼要放棄治療呢 HH先生
Toyz LOVFEE
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
36
Likes are Culture-Dependent (2)
已婚
嬰兒與母親懷孕生產情報站 學生愛打工
未婚
味全 MyWei Duncan
Estee Lauder Taiwan 雅詩蘭黛 林俊傑 JJ Lin
光泉HOT鮮奶 Cherng
舒潔溫柔心感動 Byebyechuchu
綠巨人 Dcard
AVON Taiwan 雅芳粉絲團 田馥甄 Hebe
人人玩遊戲 彭于晏 Eddie Peng
Creative Baby - 台灣 Dorothy
阿默典藏蛋糕 韋禮安Weibird
Can we have real privacy on social mediaUnprecedented opportunity to observe individuals in a
society
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
別讓大數據變玄學
37
2016-03-08 0254經濟日報陳昇瑋
陳昇瑋 從資料科學到人工智慧
Big data vs Machine learning vs AI
Big data 3Vs
Machine learning ldquoA field of study that gives computers the ability to
learn without being explicitly programmed
Artificial intelligence
Turning test
38
真人
機器
Room 1Room 2
陳昇瑋 從資料科學到人工智慧 39
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 40
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 41
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 42
如同精靈寶可夢需要有訓練師才能發揮能力擁有大數據
後我們也需要很多很多的機器學習專家(人稱「AI 訓練
師」)才能讓我們手中的大數據真正發揮價值
擁抱資料但別錯過 AI
陳昇瑋
台灣資料科學協會中央研究院資訊科學研究所
43
陳昇瑋 從資料科學到人工智慧
44
版權聲明
序 頁 作品 版權標章 作者來源
1 1Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
2 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo July 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
3 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo uly 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
4 3hbrorg ldquoThe New Science of Building Great Teamsrdquo by Alex Sandy Pentland FROM THE APRIL 2012 ISSUE 428httpshbrorg201204the-new-science-of-building-great-teams2017117 visited 依著作權法第465265條主張合理使用
556
7
Max pixel httpmaxpixelfreegreatpicturecomThumb-Hand-Viewing-Magnifying-Glass-Magnification-642672017117 visited
6 5
Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
45
版權聲明
序 頁 作品 版權標章 作者來源
7 5Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
8 8
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
9 9
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
10 10
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
11 11
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
12 12
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
46
版權聲明
序 頁 作品 版權標章 作者來源
13 13
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
14 14
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
15 15Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited 依著作權法第465265條主張合理使用
16 16Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
17 18publicdomainpicturesnet Rf Vectorscomhttpwwwpublicdomainpicturesnetview-imagephpimage=581962017117 visited
18 18Wikimedia Commons AngelushttpscommonswikimediaorgwikiFileStub_doctorssvg2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
47
版權聲明
序 頁 作品 版權標章 作者來源
19 19
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
20202
1
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
21 22
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
22 22
The Authentic Happiness website ldquoPositive Psychology Theoryrdquohttpswwwauthentichappinesssasupennedulearn2017117 visited依著作權法第465265條主張合理使用
23 23
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
24 24Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
48
版權聲明
序 頁 作品 版權標章 作者來源
25 25Flickr Global PanoramatheglobalpanoramahttpsflickrpqbqQQk2017117 visited
26 26MaxpixelhttpmaxpixelfreegreatpicturecomHuman-Funny-Isolated-Holding-Female-Eye-Glass-156992017117 visited
27 26MaxpixelhttpmaxpixelfreegreatpicturecomFigures-Workers-Toys-Hauling-Dolls-Scoop-Broom-780022017117 visited
28 28
International Personality Item PoolhttpipiporiorgNew_IPIP-50-item-scalehtm2017117 visited依著作權法第465265條主張合理使用
29 29
midssorgldquoThe Satisfaction with Life Scale (SWL)rdquo Pavot W amp Diener E Files Scalehttpwwwmidssorgcontentsatisfaction-life-scale-swl2017117 visited依著作權法第465265條主張合理使用
30 30
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
49
版權聲明
序 頁 作品 版權標章 作者來源
31 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
32 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
33 35 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
34 36 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
35 37
Facebook Dan Arielyhttpswwwfacebookcomdanarielyposts9043835958682017117 visited依著作權法第465265條主張合理使用
36 37
經濟日報 ldquo別讓大數據變玄學rdquo 2016-03-08 0254經濟日報陳昇瑋httpmoneyudncommoneystory562915481412017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
50
版權聲明
序 頁 作品 版權標章 作者來源
37 38publicdomainpicturesnet Dawn Hudsonhttpwwwpublicdomainpicturesnetview-imagephpimage=134740amppicture=computer-guy2017117 visited
38 38Flickr Steve WOCinTech ChatwocintechchatcomhttpsflickrpER8emC2017117 visited
39 38Wikimedia Commons PaulVernon1974httpscommonswikimediaorgwikiFileAcornArchimedes-Wikijpg2017117 visited
40 39 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
41 40 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
42 41 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
版權聲明
陳昇瑋 從資料科學到人工智慧
51
版權聲明
序 頁 作品 版權標章 作者來源
43 42Flickr Saad AkhtarSaadAkhtarhttpsflickrp2cj282017117 visited
44 43
台灣資料科學愛好者年會httpdatascitw20152017117 visited依著作權法第465265條主張合理使用
版權聲明
33
Discriminative Likes (2)
因版權疑慮移除相關資料
34
Discriminative Likes (3)
因版權疑慮移除相關資料
35
Likes are Culture-Dependent (1)
男
卡提諾正妹抱報 Catworld小舖
女
Garena《英雄聯盟 LOL》 QUEEN FASHION SHOP
遊戲大亂鬥 范范范瑋琪
Garena-TW 撿便宜特賣會
好色龍 衣芙日系
放棄治療 王大陸
這樣變型男 就愛網拍特賣會
Taipei Assassins (台北暗殺星) 86小舖商城
你為什麼要放棄治療呢 HH先生
Toyz LOVFEE
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
36
Likes are Culture-Dependent (2)
已婚
嬰兒與母親懷孕生產情報站 學生愛打工
未婚
味全 MyWei Duncan
Estee Lauder Taiwan 雅詩蘭黛 林俊傑 JJ Lin
光泉HOT鮮奶 Cherng
舒潔溫柔心感動 Byebyechuchu
綠巨人 Dcard
AVON Taiwan 雅芳粉絲團 田馥甄 Hebe
人人玩遊戲 彭于晏 Eddie Peng
Creative Baby - 台灣 Dorothy
阿默典藏蛋糕 韋禮安Weibird
Can we have real privacy on social mediaUnprecedented opportunity to observe individuals in a
society
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
別讓大數據變玄學
37
2016-03-08 0254經濟日報陳昇瑋
陳昇瑋 從資料科學到人工智慧
Big data vs Machine learning vs AI
Big data 3Vs
Machine learning ldquoA field of study that gives computers the ability to
learn without being explicitly programmed
Artificial intelligence
Turning test
38
真人
機器
Room 1Room 2
陳昇瑋 從資料科學到人工智慧 39
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 40
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 41
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 42
如同精靈寶可夢需要有訓練師才能發揮能力擁有大數據
後我們也需要很多很多的機器學習專家(人稱「AI 訓練
師」)才能讓我們手中的大數據真正發揮價值
擁抱資料但別錯過 AI
陳昇瑋
台灣資料科學協會中央研究院資訊科學研究所
43
陳昇瑋 從資料科學到人工智慧
44
版權聲明
序 頁 作品 版權標章 作者來源
1 1Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
2 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo July 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
3 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo uly 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
4 3hbrorg ldquoThe New Science of Building Great Teamsrdquo by Alex Sandy Pentland FROM THE APRIL 2012 ISSUE 428httpshbrorg201204the-new-science-of-building-great-teams2017117 visited 依著作權法第465265條主張合理使用
556
7
Max pixel httpmaxpixelfreegreatpicturecomThumb-Hand-Viewing-Magnifying-Glass-Magnification-642672017117 visited
6 5
Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
45
版權聲明
序 頁 作品 版權標章 作者來源
7 5Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
8 8
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
9 9
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
10 10
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
11 11
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
12 12
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
46
版權聲明
序 頁 作品 版權標章 作者來源
13 13
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
14 14
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
15 15Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited 依著作權法第465265條主張合理使用
16 16Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
17 18publicdomainpicturesnet Rf Vectorscomhttpwwwpublicdomainpicturesnetview-imagephpimage=581962017117 visited
18 18Wikimedia Commons AngelushttpscommonswikimediaorgwikiFileStub_doctorssvg2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
47
版權聲明
序 頁 作品 版權標章 作者來源
19 19
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
20202
1
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
21 22
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
22 22
The Authentic Happiness website ldquoPositive Psychology Theoryrdquohttpswwwauthentichappinesssasupennedulearn2017117 visited依著作權法第465265條主張合理使用
23 23
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
24 24Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
48
版權聲明
序 頁 作品 版權標章 作者來源
25 25Flickr Global PanoramatheglobalpanoramahttpsflickrpqbqQQk2017117 visited
26 26MaxpixelhttpmaxpixelfreegreatpicturecomHuman-Funny-Isolated-Holding-Female-Eye-Glass-156992017117 visited
27 26MaxpixelhttpmaxpixelfreegreatpicturecomFigures-Workers-Toys-Hauling-Dolls-Scoop-Broom-780022017117 visited
28 28
International Personality Item PoolhttpipiporiorgNew_IPIP-50-item-scalehtm2017117 visited依著作權法第465265條主張合理使用
29 29
midssorgldquoThe Satisfaction with Life Scale (SWL)rdquo Pavot W amp Diener E Files Scalehttpwwwmidssorgcontentsatisfaction-life-scale-swl2017117 visited依著作權法第465265條主張合理使用
30 30
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
49
版權聲明
序 頁 作品 版權標章 作者來源
31 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
32 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
33 35 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
34 36 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
35 37
Facebook Dan Arielyhttpswwwfacebookcomdanarielyposts9043835958682017117 visited依著作權法第465265條主張合理使用
36 37
經濟日報 ldquo別讓大數據變玄學rdquo 2016-03-08 0254經濟日報陳昇瑋httpmoneyudncommoneystory562915481412017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
50
版權聲明
序 頁 作品 版權標章 作者來源
37 38publicdomainpicturesnet Dawn Hudsonhttpwwwpublicdomainpicturesnetview-imagephpimage=134740amppicture=computer-guy2017117 visited
38 38Flickr Steve WOCinTech ChatwocintechchatcomhttpsflickrpER8emC2017117 visited
39 38Wikimedia Commons PaulVernon1974httpscommonswikimediaorgwikiFileAcornArchimedes-Wikijpg2017117 visited
40 39 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
41 40 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
42 41 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
版權聲明
陳昇瑋 從資料科學到人工智慧
51
版權聲明
序 頁 作品 版權標章 作者來源
43 42Flickr Saad AkhtarSaadAkhtarhttpsflickrp2cj282017117 visited
44 43
台灣資料科學愛好者年會httpdatascitw20152017117 visited依著作權法第465265條主張合理使用
版權聲明
34
Discriminative Likes (3)
因版權疑慮移除相關資料
35
Likes are Culture-Dependent (1)
男
卡提諾正妹抱報 Catworld小舖
女
Garena《英雄聯盟 LOL》 QUEEN FASHION SHOP
遊戲大亂鬥 范范范瑋琪
Garena-TW 撿便宜特賣會
好色龍 衣芙日系
放棄治療 王大陸
這樣變型男 就愛網拍特賣會
Taipei Assassins (台北暗殺星) 86小舖商城
你為什麼要放棄治療呢 HH先生
Toyz LOVFEE
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
36
Likes are Culture-Dependent (2)
已婚
嬰兒與母親懷孕生產情報站 學生愛打工
未婚
味全 MyWei Duncan
Estee Lauder Taiwan 雅詩蘭黛 林俊傑 JJ Lin
光泉HOT鮮奶 Cherng
舒潔溫柔心感動 Byebyechuchu
綠巨人 Dcard
AVON Taiwan 雅芳粉絲團 田馥甄 Hebe
人人玩遊戲 彭于晏 Eddie Peng
Creative Baby - 台灣 Dorothy
阿默典藏蛋糕 韋禮安Weibird
Can we have real privacy on social mediaUnprecedented opportunity to observe individuals in a
society
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
別讓大數據變玄學
37
2016-03-08 0254經濟日報陳昇瑋
陳昇瑋 從資料科學到人工智慧
Big data vs Machine learning vs AI
Big data 3Vs
Machine learning ldquoA field of study that gives computers the ability to
learn without being explicitly programmed
Artificial intelligence
Turning test
38
真人
機器
Room 1Room 2
陳昇瑋 從資料科學到人工智慧 39
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 40
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 41
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 42
如同精靈寶可夢需要有訓練師才能發揮能力擁有大數據
後我們也需要很多很多的機器學習專家(人稱「AI 訓練
師」)才能讓我們手中的大數據真正發揮價值
擁抱資料但別錯過 AI
陳昇瑋
台灣資料科學協會中央研究院資訊科學研究所
43
陳昇瑋 從資料科學到人工智慧
44
版權聲明
序 頁 作品 版權標章 作者來源
1 1Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
2 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo July 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
3 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo uly 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
4 3hbrorg ldquoThe New Science of Building Great Teamsrdquo by Alex Sandy Pentland FROM THE APRIL 2012 ISSUE 428httpshbrorg201204the-new-science-of-building-great-teams2017117 visited 依著作權法第465265條主張合理使用
556
7
Max pixel httpmaxpixelfreegreatpicturecomThumb-Hand-Viewing-Magnifying-Glass-Magnification-642672017117 visited
6 5
Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
45
版權聲明
序 頁 作品 版權標章 作者來源
7 5Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
8 8
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
9 9
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
10 10
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
11 11
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
12 12
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
46
版權聲明
序 頁 作品 版權標章 作者來源
13 13
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
14 14
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
15 15Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited 依著作權法第465265條主張合理使用
16 16Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
17 18publicdomainpicturesnet Rf Vectorscomhttpwwwpublicdomainpicturesnetview-imagephpimage=581962017117 visited
18 18Wikimedia Commons AngelushttpscommonswikimediaorgwikiFileStub_doctorssvg2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
47
版權聲明
序 頁 作品 版權標章 作者來源
19 19
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
20202
1
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
21 22
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
22 22
The Authentic Happiness website ldquoPositive Psychology Theoryrdquohttpswwwauthentichappinesssasupennedulearn2017117 visited依著作權法第465265條主張合理使用
23 23
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
24 24Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
48
版權聲明
序 頁 作品 版權標章 作者來源
25 25Flickr Global PanoramatheglobalpanoramahttpsflickrpqbqQQk2017117 visited
26 26MaxpixelhttpmaxpixelfreegreatpicturecomHuman-Funny-Isolated-Holding-Female-Eye-Glass-156992017117 visited
27 26MaxpixelhttpmaxpixelfreegreatpicturecomFigures-Workers-Toys-Hauling-Dolls-Scoop-Broom-780022017117 visited
28 28
International Personality Item PoolhttpipiporiorgNew_IPIP-50-item-scalehtm2017117 visited依著作權法第465265條主張合理使用
29 29
midssorgldquoThe Satisfaction with Life Scale (SWL)rdquo Pavot W amp Diener E Files Scalehttpwwwmidssorgcontentsatisfaction-life-scale-swl2017117 visited依著作權法第465265條主張合理使用
30 30
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
49
版權聲明
序 頁 作品 版權標章 作者來源
31 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
32 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
33 35 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
34 36 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
35 37
Facebook Dan Arielyhttpswwwfacebookcomdanarielyposts9043835958682017117 visited依著作權法第465265條主張合理使用
36 37
經濟日報 ldquo別讓大數據變玄學rdquo 2016-03-08 0254經濟日報陳昇瑋httpmoneyudncommoneystory562915481412017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
50
版權聲明
序 頁 作品 版權標章 作者來源
37 38publicdomainpicturesnet Dawn Hudsonhttpwwwpublicdomainpicturesnetview-imagephpimage=134740amppicture=computer-guy2017117 visited
38 38Flickr Steve WOCinTech ChatwocintechchatcomhttpsflickrpER8emC2017117 visited
39 38Wikimedia Commons PaulVernon1974httpscommonswikimediaorgwikiFileAcornArchimedes-Wikijpg2017117 visited
40 39 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
41 40 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
42 41 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
版權聲明
陳昇瑋 從資料科學到人工智慧
51
版權聲明
序 頁 作品 版權標章 作者來源
43 42Flickr Saad AkhtarSaadAkhtarhttpsflickrp2cj282017117 visited
44 43
台灣資料科學愛好者年會httpdatascitw20152017117 visited依著作權法第465265條主張合理使用
版權聲明
35
Likes are Culture-Dependent (1)
男
卡提諾正妹抱報 Catworld小舖
女
Garena《英雄聯盟 LOL》 QUEEN FASHION SHOP
遊戲大亂鬥 范范范瑋琪
Garena-TW 撿便宜特賣會
好色龍 衣芙日系
放棄治療 王大陸
這樣變型男 就愛網拍特賣會
Taipei Assassins (台北暗殺星) 86小舖商城
你為什麼要放棄治療呢 HH先生
Toyz LOVFEE
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
36
Likes are Culture-Dependent (2)
已婚
嬰兒與母親懷孕生產情報站 學生愛打工
未婚
味全 MyWei Duncan
Estee Lauder Taiwan 雅詩蘭黛 林俊傑 JJ Lin
光泉HOT鮮奶 Cherng
舒潔溫柔心感動 Byebyechuchu
綠巨人 Dcard
AVON Taiwan 雅芳粉絲團 田馥甄 Hebe
人人玩遊戲 彭于晏 Eddie Peng
Creative Baby - 台灣 Dorothy
阿默典藏蛋糕 韋禮安Weibird
Can we have real privacy on social mediaUnprecedented opportunity to observe individuals in a
society
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
別讓大數據變玄學
37
2016-03-08 0254經濟日報陳昇瑋
陳昇瑋 從資料科學到人工智慧
Big data vs Machine learning vs AI
Big data 3Vs
Machine learning ldquoA field of study that gives computers the ability to
learn without being explicitly programmed
Artificial intelligence
Turning test
38
真人
機器
Room 1Room 2
陳昇瑋 從資料科學到人工智慧 39
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 40
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 41
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 42
如同精靈寶可夢需要有訓練師才能發揮能力擁有大數據
後我們也需要很多很多的機器學習專家(人稱「AI 訓練
師」)才能讓我們手中的大數據真正發揮價值
擁抱資料但別錯過 AI
陳昇瑋
台灣資料科學協會中央研究院資訊科學研究所
43
陳昇瑋 從資料科學到人工智慧
44
版權聲明
序 頁 作品 版權標章 作者來源
1 1Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
2 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo July 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
3 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo uly 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
4 3hbrorg ldquoThe New Science of Building Great Teamsrdquo by Alex Sandy Pentland FROM THE APRIL 2012 ISSUE 428httpshbrorg201204the-new-science-of-building-great-teams2017117 visited 依著作權法第465265條主張合理使用
556
7
Max pixel httpmaxpixelfreegreatpicturecomThumb-Hand-Viewing-Magnifying-Glass-Magnification-642672017117 visited
6 5
Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
45
版權聲明
序 頁 作品 版權標章 作者來源
7 5Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
8 8
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
9 9
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
10 10
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
11 11
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
12 12
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
46
版權聲明
序 頁 作品 版權標章 作者來源
13 13
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
14 14
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
15 15Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited 依著作權法第465265條主張合理使用
16 16Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
17 18publicdomainpicturesnet Rf Vectorscomhttpwwwpublicdomainpicturesnetview-imagephpimage=581962017117 visited
18 18Wikimedia Commons AngelushttpscommonswikimediaorgwikiFileStub_doctorssvg2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
47
版權聲明
序 頁 作品 版權標章 作者來源
19 19
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
20202
1
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
21 22
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
22 22
The Authentic Happiness website ldquoPositive Psychology Theoryrdquohttpswwwauthentichappinesssasupennedulearn2017117 visited依著作權法第465265條主張合理使用
23 23
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
24 24Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
48
版權聲明
序 頁 作品 版權標章 作者來源
25 25Flickr Global PanoramatheglobalpanoramahttpsflickrpqbqQQk2017117 visited
26 26MaxpixelhttpmaxpixelfreegreatpicturecomHuman-Funny-Isolated-Holding-Female-Eye-Glass-156992017117 visited
27 26MaxpixelhttpmaxpixelfreegreatpicturecomFigures-Workers-Toys-Hauling-Dolls-Scoop-Broom-780022017117 visited
28 28
International Personality Item PoolhttpipiporiorgNew_IPIP-50-item-scalehtm2017117 visited依著作權法第465265條主張合理使用
29 29
midssorgldquoThe Satisfaction with Life Scale (SWL)rdquo Pavot W amp Diener E Files Scalehttpwwwmidssorgcontentsatisfaction-life-scale-swl2017117 visited依著作權法第465265條主張合理使用
30 30
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
49
版權聲明
序 頁 作品 版權標章 作者來源
31 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
32 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
33 35 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
34 36 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
35 37
Facebook Dan Arielyhttpswwwfacebookcomdanarielyposts9043835958682017117 visited依著作權法第465265條主張合理使用
36 37
經濟日報 ldquo別讓大數據變玄學rdquo 2016-03-08 0254經濟日報陳昇瑋httpmoneyudncommoneystory562915481412017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
50
版權聲明
序 頁 作品 版權標章 作者來源
37 38publicdomainpicturesnet Dawn Hudsonhttpwwwpublicdomainpicturesnetview-imagephpimage=134740amppicture=computer-guy2017117 visited
38 38Flickr Steve WOCinTech ChatwocintechchatcomhttpsflickrpER8emC2017117 visited
39 38Wikimedia Commons PaulVernon1974httpscommonswikimediaorgwikiFileAcornArchimedes-Wikijpg2017117 visited
40 39 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
41 40 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
42 41 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
版權聲明
陳昇瑋 從資料科學到人工智慧
51
版權聲明
序 頁 作品 版權標章 作者來源
43 42Flickr Saad AkhtarSaadAkhtarhttpsflickrp2cj282017117 visited
44 43
台灣資料科學愛好者年會httpdatascitw20152017117 visited依著作權法第465265條主張合理使用
版權聲明
36
Likes are Culture-Dependent (2)
已婚
嬰兒與母親懷孕生產情報站 學生愛打工
未婚
味全 MyWei Duncan
Estee Lauder Taiwan 雅詩蘭黛 林俊傑 JJ Lin
光泉HOT鮮奶 Cherng
舒潔溫柔心感動 Byebyechuchu
綠巨人 Dcard
AVON Taiwan 雅芳粉絲團 田馥甄 Hebe
人人玩遊戲 彭于晏 Eddie Peng
Creative Baby - 台灣 Dorothy
阿默典藏蛋糕 韋禮安Weibird
Can we have real privacy on social mediaUnprecedented opportunity to observe individuals in a
society
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
別讓大數據變玄學
37
2016-03-08 0254經濟日報陳昇瑋
陳昇瑋 從資料科學到人工智慧
Big data vs Machine learning vs AI
Big data 3Vs
Machine learning ldquoA field of study that gives computers the ability to
learn without being explicitly programmed
Artificial intelligence
Turning test
38
真人
機器
Room 1Room 2
陳昇瑋 從資料科學到人工智慧 39
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 40
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 41
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 42
如同精靈寶可夢需要有訓練師才能發揮能力擁有大數據
後我們也需要很多很多的機器學習專家(人稱「AI 訓練
師」)才能讓我們手中的大數據真正發揮價值
擁抱資料但別錯過 AI
陳昇瑋
台灣資料科學協會中央研究院資訊科學研究所
43
陳昇瑋 從資料科學到人工智慧
44
版權聲明
序 頁 作品 版權標章 作者來源
1 1Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
2 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo July 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
3 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo uly 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
4 3hbrorg ldquoThe New Science of Building Great Teamsrdquo by Alex Sandy Pentland FROM THE APRIL 2012 ISSUE 428httpshbrorg201204the-new-science-of-building-great-teams2017117 visited 依著作權法第465265條主張合理使用
556
7
Max pixel httpmaxpixelfreegreatpicturecomThumb-Hand-Viewing-Magnifying-Glass-Magnification-642672017117 visited
6 5
Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
45
版權聲明
序 頁 作品 版權標章 作者來源
7 5Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
8 8
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
9 9
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
10 10
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
11 11
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
12 12
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
46
版權聲明
序 頁 作品 版權標章 作者來源
13 13
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
14 14
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
15 15Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited 依著作權法第465265條主張合理使用
16 16Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
17 18publicdomainpicturesnet Rf Vectorscomhttpwwwpublicdomainpicturesnetview-imagephpimage=581962017117 visited
18 18Wikimedia Commons AngelushttpscommonswikimediaorgwikiFileStub_doctorssvg2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
47
版權聲明
序 頁 作品 版權標章 作者來源
19 19
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
20202
1
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
21 22
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
22 22
The Authentic Happiness website ldquoPositive Psychology Theoryrdquohttpswwwauthentichappinesssasupennedulearn2017117 visited依著作權法第465265條主張合理使用
23 23
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
24 24Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
48
版權聲明
序 頁 作品 版權標章 作者來源
25 25Flickr Global PanoramatheglobalpanoramahttpsflickrpqbqQQk2017117 visited
26 26MaxpixelhttpmaxpixelfreegreatpicturecomHuman-Funny-Isolated-Holding-Female-Eye-Glass-156992017117 visited
27 26MaxpixelhttpmaxpixelfreegreatpicturecomFigures-Workers-Toys-Hauling-Dolls-Scoop-Broom-780022017117 visited
28 28
International Personality Item PoolhttpipiporiorgNew_IPIP-50-item-scalehtm2017117 visited依著作權法第465265條主張合理使用
29 29
midssorgldquoThe Satisfaction with Life Scale (SWL)rdquo Pavot W amp Diener E Files Scalehttpwwwmidssorgcontentsatisfaction-life-scale-swl2017117 visited依著作權法第465265條主張合理使用
30 30
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
49
版權聲明
序 頁 作品 版權標章 作者來源
31 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
32 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
33 35 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
34 36 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
35 37
Facebook Dan Arielyhttpswwwfacebookcomdanarielyposts9043835958682017117 visited依著作權法第465265條主張合理使用
36 37
經濟日報 ldquo別讓大數據變玄學rdquo 2016-03-08 0254經濟日報陳昇瑋httpmoneyudncommoneystory562915481412017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
50
版權聲明
序 頁 作品 版權標章 作者來源
37 38publicdomainpicturesnet Dawn Hudsonhttpwwwpublicdomainpicturesnetview-imagephpimage=134740amppicture=computer-guy2017117 visited
38 38Flickr Steve WOCinTech ChatwocintechchatcomhttpsflickrpER8emC2017117 visited
39 38Wikimedia Commons PaulVernon1974httpscommonswikimediaorgwikiFileAcornArchimedes-Wikijpg2017117 visited
40 39 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
41 40 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
42 41 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
版權聲明
陳昇瑋 從資料科學到人工智慧
51
版權聲明
序 頁 作品 版權標章 作者來源
43 42Flickr Saad AkhtarSaadAkhtarhttpsflickrp2cj282017117 visited
44 43
台灣資料科學愛好者年會httpdatascitw20152017117 visited依著作權法第465265條主張合理使用
版權聲明
別讓大數據變玄學
37
2016-03-08 0254經濟日報陳昇瑋
陳昇瑋 從資料科學到人工智慧
Big data vs Machine learning vs AI
Big data 3Vs
Machine learning ldquoA field of study that gives computers the ability to
learn without being explicitly programmed
Artificial intelligence
Turning test
38
真人
機器
Room 1Room 2
陳昇瑋 從資料科學到人工智慧 39
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 40
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 41
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 42
如同精靈寶可夢需要有訓練師才能發揮能力擁有大數據
後我們也需要很多很多的機器學習專家(人稱「AI 訓練
師」)才能讓我們手中的大數據真正發揮價值
擁抱資料但別錯過 AI
陳昇瑋
台灣資料科學協會中央研究院資訊科學研究所
43
陳昇瑋 從資料科學到人工智慧
44
版權聲明
序 頁 作品 版權標章 作者來源
1 1Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
2 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo July 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
3 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo uly 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
4 3hbrorg ldquoThe New Science of Building Great Teamsrdquo by Alex Sandy Pentland FROM THE APRIL 2012 ISSUE 428httpshbrorg201204the-new-science-of-building-great-teams2017117 visited 依著作權法第465265條主張合理使用
556
7
Max pixel httpmaxpixelfreegreatpicturecomThumb-Hand-Viewing-Magnifying-Glass-Magnification-642672017117 visited
6 5
Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
45
版權聲明
序 頁 作品 版權標章 作者來源
7 5Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
8 8
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
9 9
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
10 10
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
11 11
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
12 12
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
46
版權聲明
序 頁 作品 版權標章 作者來源
13 13
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
14 14
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
15 15Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited 依著作權法第465265條主張合理使用
16 16Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
17 18publicdomainpicturesnet Rf Vectorscomhttpwwwpublicdomainpicturesnetview-imagephpimage=581962017117 visited
18 18Wikimedia Commons AngelushttpscommonswikimediaorgwikiFileStub_doctorssvg2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
47
版權聲明
序 頁 作品 版權標章 作者來源
19 19
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
20202
1
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
21 22
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
22 22
The Authentic Happiness website ldquoPositive Psychology Theoryrdquohttpswwwauthentichappinesssasupennedulearn2017117 visited依著作權法第465265條主張合理使用
23 23
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
24 24Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
48
版權聲明
序 頁 作品 版權標章 作者來源
25 25Flickr Global PanoramatheglobalpanoramahttpsflickrpqbqQQk2017117 visited
26 26MaxpixelhttpmaxpixelfreegreatpicturecomHuman-Funny-Isolated-Holding-Female-Eye-Glass-156992017117 visited
27 26MaxpixelhttpmaxpixelfreegreatpicturecomFigures-Workers-Toys-Hauling-Dolls-Scoop-Broom-780022017117 visited
28 28
International Personality Item PoolhttpipiporiorgNew_IPIP-50-item-scalehtm2017117 visited依著作權法第465265條主張合理使用
29 29
midssorgldquoThe Satisfaction with Life Scale (SWL)rdquo Pavot W amp Diener E Files Scalehttpwwwmidssorgcontentsatisfaction-life-scale-swl2017117 visited依著作權法第465265條主張合理使用
30 30
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
49
版權聲明
序 頁 作品 版權標章 作者來源
31 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
32 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
33 35 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
34 36 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
35 37
Facebook Dan Arielyhttpswwwfacebookcomdanarielyposts9043835958682017117 visited依著作權法第465265條主張合理使用
36 37
經濟日報 ldquo別讓大數據變玄學rdquo 2016-03-08 0254經濟日報陳昇瑋httpmoneyudncommoneystory562915481412017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
50
版權聲明
序 頁 作品 版權標章 作者來源
37 38publicdomainpicturesnet Dawn Hudsonhttpwwwpublicdomainpicturesnetview-imagephpimage=134740amppicture=computer-guy2017117 visited
38 38Flickr Steve WOCinTech ChatwocintechchatcomhttpsflickrpER8emC2017117 visited
39 38Wikimedia Commons PaulVernon1974httpscommonswikimediaorgwikiFileAcornArchimedes-Wikijpg2017117 visited
40 39 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
41 40 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
42 41 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
版權聲明
陳昇瑋 從資料科學到人工智慧
51
版權聲明
序 頁 作品 版權標章 作者來源
43 42Flickr Saad AkhtarSaadAkhtarhttpsflickrp2cj282017117 visited
44 43
台灣資料科學愛好者年會httpdatascitw20152017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
Big data vs Machine learning vs AI
Big data 3Vs
Machine learning ldquoA field of study that gives computers the ability to
learn without being explicitly programmed
Artificial intelligence
Turning test
38
真人
機器
Room 1Room 2
陳昇瑋 從資料科學到人工智慧 39
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 40
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 41
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 42
如同精靈寶可夢需要有訓練師才能發揮能力擁有大數據
後我們也需要很多很多的機器學習專家(人稱「AI 訓練
師」)才能讓我們手中的大數據真正發揮價值
擁抱資料但別錯過 AI
陳昇瑋
台灣資料科學協會中央研究院資訊科學研究所
43
陳昇瑋 從資料科學到人工智慧
44
版權聲明
序 頁 作品 版權標章 作者來源
1 1Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
2 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo July 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
3 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo uly 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
4 3hbrorg ldquoThe New Science of Building Great Teamsrdquo by Alex Sandy Pentland FROM THE APRIL 2012 ISSUE 428httpshbrorg201204the-new-science-of-building-great-teams2017117 visited 依著作權法第465265條主張合理使用
556
7
Max pixel httpmaxpixelfreegreatpicturecomThumb-Hand-Viewing-Magnifying-Glass-Magnification-642672017117 visited
6 5
Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
45
版權聲明
序 頁 作品 版權標章 作者來源
7 5Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
8 8
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
9 9
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
10 10
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
11 11
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
12 12
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
46
版權聲明
序 頁 作品 版權標章 作者來源
13 13
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
14 14
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
15 15Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited 依著作權法第465265條主張合理使用
16 16Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
17 18publicdomainpicturesnet Rf Vectorscomhttpwwwpublicdomainpicturesnetview-imagephpimage=581962017117 visited
18 18Wikimedia Commons AngelushttpscommonswikimediaorgwikiFileStub_doctorssvg2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
47
版權聲明
序 頁 作品 版權標章 作者來源
19 19
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
20202
1
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
21 22
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
22 22
The Authentic Happiness website ldquoPositive Psychology Theoryrdquohttpswwwauthentichappinesssasupennedulearn2017117 visited依著作權法第465265條主張合理使用
23 23
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
24 24Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
48
版權聲明
序 頁 作品 版權標章 作者來源
25 25Flickr Global PanoramatheglobalpanoramahttpsflickrpqbqQQk2017117 visited
26 26MaxpixelhttpmaxpixelfreegreatpicturecomHuman-Funny-Isolated-Holding-Female-Eye-Glass-156992017117 visited
27 26MaxpixelhttpmaxpixelfreegreatpicturecomFigures-Workers-Toys-Hauling-Dolls-Scoop-Broom-780022017117 visited
28 28
International Personality Item PoolhttpipiporiorgNew_IPIP-50-item-scalehtm2017117 visited依著作權法第465265條主張合理使用
29 29
midssorgldquoThe Satisfaction with Life Scale (SWL)rdquo Pavot W amp Diener E Files Scalehttpwwwmidssorgcontentsatisfaction-life-scale-swl2017117 visited依著作權法第465265條主張合理使用
30 30
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
49
版權聲明
序 頁 作品 版權標章 作者來源
31 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
32 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
33 35 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
34 36 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
35 37
Facebook Dan Arielyhttpswwwfacebookcomdanarielyposts9043835958682017117 visited依著作權法第465265條主張合理使用
36 37
經濟日報 ldquo別讓大數據變玄學rdquo 2016-03-08 0254經濟日報陳昇瑋httpmoneyudncommoneystory562915481412017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
50
版權聲明
序 頁 作品 版權標章 作者來源
37 38publicdomainpicturesnet Dawn Hudsonhttpwwwpublicdomainpicturesnetview-imagephpimage=134740amppicture=computer-guy2017117 visited
38 38Flickr Steve WOCinTech ChatwocintechchatcomhttpsflickrpER8emC2017117 visited
39 38Wikimedia Commons PaulVernon1974httpscommonswikimediaorgwikiFileAcornArchimedes-Wikijpg2017117 visited
40 39 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
41 40 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
42 41 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
版權聲明
陳昇瑋 從資料科學到人工智慧
51
版權聲明
序 頁 作品 版權標章 作者來源
43 42Flickr Saad AkhtarSaadAkhtarhttpsflickrp2cj282017117 visited
44 43
台灣資料科學愛好者年會httpdatascitw20152017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧 39
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 40
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 41
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 42
如同精靈寶可夢需要有訓練師才能發揮能力擁有大數據
後我們也需要很多很多的機器學習專家(人稱「AI 訓練
師」)才能讓我們手中的大數據真正發揮價值
擁抱資料但別錯過 AI
陳昇瑋
台灣資料科學協會中央研究院資訊科學研究所
43
陳昇瑋 從資料科學到人工智慧
44
版權聲明
序 頁 作品 版權標章 作者來源
1 1Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
2 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo July 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
3 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo uly 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
4 3hbrorg ldquoThe New Science of Building Great Teamsrdquo by Alex Sandy Pentland FROM THE APRIL 2012 ISSUE 428httpshbrorg201204the-new-science-of-building-great-teams2017117 visited 依著作權法第465265條主張合理使用
556
7
Max pixel httpmaxpixelfreegreatpicturecomThumb-Hand-Viewing-Magnifying-Glass-Magnification-642672017117 visited
6 5
Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
45
版權聲明
序 頁 作品 版權標章 作者來源
7 5Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
8 8
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
9 9
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
10 10
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
11 11
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
12 12
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
46
版權聲明
序 頁 作品 版權標章 作者來源
13 13
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
14 14
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
15 15Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited 依著作權法第465265條主張合理使用
16 16Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
17 18publicdomainpicturesnet Rf Vectorscomhttpwwwpublicdomainpicturesnetview-imagephpimage=581962017117 visited
18 18Wikimedia Commons AngelushttpscommonswikimediaorgwikiFileStub_doctorssvg2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
47
版權聲明
序 頁 作品 版權標章 作者來源
19 19
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
20202
1
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
21 22
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
22 22
The Authentic Happiness website ldquoPositive Psychology Theoryrdquohttpswwwauthentichappinesssasupennedulearn2017117 visited依著作權法第465265條主張合理使用
23 23
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
24 24Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
48
版權聲明
序 頁 作品 版權標章 作者來源
25 25Flickr Global PanoramatheglobalpanoramahttpsflickrpqbqQQk2017117 visited
26 26MaxpixelhttpmaxpixelfreegreatpicturecomHuman-Funny-Isolated-Holding-Female-Eye-Glass-156992017117 visited
27 26MaxpixelhttpmaxpixelfreegreatpicturecomFigures-Workers-Toys-Hauling-Dolls-Scoop-Broom-780022017117 visited
28 28
International Personality Item PoolhttpipiporiorgNew_IPIP-50-item-scalehtm2017117 visited依著作權法第465265條主張合理使用
29 29
midssorgldquoThe Satisfaction with Life Scale (SWL)rdquo Pavot W amp Diener E Files Scalehttpwwwmidssorgcontentsatisfaction-life-scale-swl2017117 visited依著作權法第465265條主張合理使用
30 30
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
49
版權聲明
序 頁 作品 版權標章 作者來源
31 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
32 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
33 35 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
34 36 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
35 37
Facebook Dan Arielyhttpswwwfacebookcomdanarielyposts9043835958682017117 visited依著作權法第465265條主張合理使用
36 37
經濟日報 ldquo別讓大數據變玄學rdquo 2016-03-08 0254經濟日報陳昇瑋httpmoneyudncommoneystory562915481412017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
50
版權聲明
序 頁 作品 版權標章 作者來源
37 38publicdomainpicturesnet Dawn Hudsonhttpwwwpublicdomainpicturesnetview-imagephpimage=134740amppicture=computer-guy2017117 visited
38 38Flickr Steve WOCinTech ChatwocintechchatcomhttpsflickrpER8emC2017117 visited
39 38Wikimedia Commons PaulVernon1974httpscommonswikimediaorgwikiFileAcornArchimedes-Wikijpg2017117 visited
40 39 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
41 40 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
42 41 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
版權聲明
陳昇瑋 從資料科學到人工智慧
51
版權聲明
序 頁 作品 版權標章 作者來源
43 42Flickr Saad AkhtarSaadAkhtarhttpsflickrp2cj282017117 visited
44 43
台灣資料科學愛好者年會httpdatascitw20152017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧 40
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 41
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 42
如同精靈寶可夢需要有訓練師才能發揮能力擁有大數據
後我們也需要很多很多的機器學習專家(人稱「AI 訓練
師」)才能讓我們手中的大數據真正發揮價值
擁抱資料但別錯過 AI
陳昇瑋
台灣資料科學協會中央研究院資訊科學研究所
43
陳昇瑋 從資料科學到人工智慧
44
版權聲明
序 頁 作品 版權標章 作者來源
1 1Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
2 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo July 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
3 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo uly 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
4 3hbrorg ldquoThe New Science of Building Great Teamsrdquo by Alex Sandy Pentland FROM THE APRIL 2012 ISSUE 428httpshbrorg201204the-new-science-of-building-great-teams2017117 visited 依著作權法第465265條主張合理使用
556
7
Max pixel httpmaxpixelfreegreatpicturecomThumb-Hand-Viewing-Magnifying-Glass-Magnification-642672017117 visited
6 5
Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
45
版權聲明
序 頁 作品 版權標章 作者來源
7 5Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
8 8
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
9 9
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
10 10
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
11 11
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
12 12
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
46
版權聲明
序 頁 作品 版權標章 作者來源
13 13
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
14 14
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
15 15Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited 依著作權法第465265條主張合理使用
16 16Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
17 18publicdomainpicturesnet Rf Vectorscomhttpwwwpublicdomainpicturesnetview-imagephpimage=581962017117 visited
18 18Wikimedia Commons AngelushttpscommonswikimediaorgwikiFileStub_doctorssvg2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
47
版權聲明
序 頁 作品 版權標章 作者來源
19 19
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
20202
1
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
21 22
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
22 22
The Authentic Happiness website ldquoPositive Psychology Theoryrdquohttpswwwauthentichappinesssasupennedulearn2017117 visited依著作權法第465265條主張合理使用
23 23
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
24 24Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
48
版權聲明
序 頁 作品 版權標章 作者來源
25 25Flickr Global PanoramatheglobalpanoramahttpsflickrpqbqQQk2017117 visited
26 26MaxpixelhttpmaxpixelfreegreatpicturecomHuman-Funny-Isolated-Holding-Female-Eye-Glass-156992017117 visited
27 26MaxpixelhttpmaxpixelfreegreatpicturecomFigures-Workers-Toys-Hauling-Dolls-Scoop-Broom-780022017117 visited
28 28
International Personality Item PoolhttpipiporiorgNew_IPIP-50-item-scalehtm2017117 visited依著作權法第465265條主張合理使用
29 29
midssorgldquoThe Satisfaction with Life Scale (SWL)rdquo Pavot W amp Diener E Files Scalehttpwwwmidssorgcontentsatisfaction-life-scale-swl2017117 visited依著作權法第465265條主張合理使用
30 30
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
49
版權聲明
序 頁 作品 版權標章 作者來源
31 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
32 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
33 35 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
34 36 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
35 37
Facebook Dan Arielyhttpswwwfacebookcomdanarielyposts9043835958682017117 visited依著作權法第465265條主張合理使用
36 37
經濟日報 ldquo別讓大數據變玄學rdquo 2016-03-08 0254經濟日報陳昇瑋httpmoneyudncommoneystory562915481412017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
50
版權聲明
序 頁 作品 版權標章 作者來源
37 38publicdomainpicturesnet Dawn Hudsonhttpwwwpublicdomainpicturesnetview-imagephpimage=134740amppicture=computer-guy2017117 visited
38 38Flickr Steve WOCinTech ChatwocintechchatcomhttpsflickrpER8emC2017117 visited
39 38Wikimedia Commons PaulVernon1974httpscommonswikimediaorgwikiFileAcornArchimedes-Wikijpg2017117 visited
40 39 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
41 40 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
42 41 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
版權聲明
陳昇瑋 從資料科學到人工智慧
51
版權聲明
序 頁 作品 版權標章 作者來源
43 42Flickr Saad AkhtarSaadAkhtarhttpsflickrp2cj282017117 visited
44 43
台灣資料科學愛好者年會httpdatascitw20152017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧 41
本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
陳昇瑋 從資料科學到人工智慧 42
如同精靈寶可夢需要有訓練師才能發揮能力擁有大數據
後我們也需要很多很多的機器學習專家(人稱「AI 訓練
師」)才能讓我們手中的大數據真正發揮價值
擁抱資料但別錯過 AI
陳昇瑋
台灣資料科學協會中央研究院資訊科學研究所
43
陳昇瑋 從資料科學到人工智慧
44
版權聲明
序 頁 作品 版權標章 作者來源
1 1Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
2 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo July 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
3 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo uly 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
4 3hbrorg ldquoThe New Science of Building Great Teamsrdquo by Alex Sandy Pentland FROM THE APRIL 2012 ISSUE 428httpshbrorg201204the-new-science-of-building-great-teams2017117 visited 依著作權法第465265條主張合理使用
556
7
Max pixel httpmaxpixelfreegreatpicturecomThumb-Hand-Viewing-Magnifying-Glass-Magnification-642672017117 visited
6 5
Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
45
版權聲明
序 頁 作品 版權標章 作者來源
7 5Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
8 8
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
9 9
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
10 10
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
11 11
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
12 12
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
46
版權聲明
序 頁 作品 版權標章 作者來源
13 13
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
14 14
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
15 15Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited 依著作權法第465265條主張合理使用
16 16Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
17 18publicdomainpicturesnet Rf Vectorscomhttpwwwpublicdomainpicturesnetview-imagephpimage=581962017117 visited
18 18Wikimedia Commons AngelushttpscommonswikimediaorgwikiFileStub_doctorssvg2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
47
版權聲明
序 頁 作品 版權標章 作者來源
19 19
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
20202
1
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
21 22
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
22 22
The Authentic Happiness website ldquoPositive Psychology Theoryrdquohttpswwwauthentichappinesssasupennedulearn2017117 visited依著作權法第465265條主張合理使用
23 23
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
24 24Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
48
版權聲明
序 頁 作品 版權標章 作者來源
25 25Flickr Global PanoramatheglobalpanoramahttpsflickrpqbqQQk2017117 visited
26 26MaxpixelhttpmaxpixelfreegreatpicturecomHuman-Funny-Isolated-Holding-Female-Eye-Glass-156992017117 visited
27 26MaxpixelhttpmaxpixelfreegreatpicturecomFigures-Workers-Toys-Hauling-Dolls-Scoop-Broom-780022017117 visited
28 28
International Personality Item PoolhttpipiporiorgNew_IPIP-50-item-scalehtm2017117 visited依著作權法第465265條主張合理使用
29 29
midssorgldquoThe Satisfaction with Life Scale (SWL)rdquo Pavot W amp Diener E Files Scalehttpwwwmidssorgcontentsatisfaction-life-scale-swl2017117 visited依著作權法第465265條主張合理使用
30 30
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
49
版權聲明
序 頁 作品 版權標章 作者來源
31 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
32 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
33 35 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
34 36 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
35 37
Facebook Dan Arielyhttpswwwfacebookcomdanarielyposts9043835958682017117 visited依著作權法第465265條主張合理使用
36 37
經濟日報 ldquo別讓大數據變玄學rdquo 2016-03-08 0254經濟日報陳昇瑋httpmoneyudncommoneystory562915481412017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
50
版權聲明
序 頁 作品 版權標章 作者來源
37 38publicdomainpicturesnet Dawn Hudsonhttpwwwpublicdomainpicturesnetview-imagephpimage=134740amppicture=computer-guy2017117 visited
38 38Flickr Steve WOCinTech ChatwocintechchatcomhttpsflickrpER8emC2017117 visited
39 38Wikimedia Commons PaulVernon1974httpscommonswikimediaorgwikiFileAcornArchimedes-Wikijpg2017117 visited
40 39 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
41 40 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
42 41 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
版權聲明
陳昇瑋 從資料科學到人工智慧
51
版權聲明
序 頁 作品 版權標章 作者來源
43 42Flickr Saad AkhtarSaadAkhtarhttpsflickrp2cj282017117 visited
44 43
台灣資料科學愛好者年會httpdatascitw20152017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧 42
如同精靈寶可夢需要有訓練師才能發揮能力擁有大數據
後我們也需要很多很多的機器學習專家(人稱「AI 訓練
師」)才能讓我們手中的大數據真正發揮價值
擁抱資料但別錯過 AI
陳昇瑋
台灣資料科學協會中央研究院資訊科學研究所
43
陳昇瑋 從資料科學到人工智慧
44
版權聲明
序 頁 作品 版權標章 作者來源
1 1Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
2 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo July 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
3 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo uly 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
4 3hbrorg ldquoThe New Science of Building Great Teamsrdquo by Alex Sandy Pentland FROM THE APRIL 2012 ISSUE 428httpshbrorg201204the-new-science-of-building-great-teams2017117 visited 依著作權法第465265條主張合理使用
556
7
Max pixel httpmaxpixelfreegreatpicturecomThumb-Hand-Viewing-Magnifying-Glass-Magnification-642672017117 visited
6 5
Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
45
版權聲明
序 頁 作品 版權標章 作者來源
7 5Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
8 8
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
9 9
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
10 10
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
11 11
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
12 12
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
46
版權聲明
序 頁 作品 版權標章 作者來源
13 13
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
14 14
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
15 15Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited 依著作權法第465265條主張合理使用
16 16Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
17 18publicdomainpicturesnet Rf Vectorscomhttpwwwpublicdomainpicturesnetview-imagephpimage=581962017117 visited
18 18Wikimedia Commons AngelushttpscommonswikimediaorgwikiFileStub_doctorssvg2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
47
版權聲明
序 頁 作品 版權標章 作者來源
19 19
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
20202
1
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
21 22
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
22 22
The Authentic Happiness website ldquoPositive Psychology Theoryrdquohttpswwwauthentichappinesssasupennedulearn2017117 visited依著作權法第465265條主張合理使用
23 23
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
24 24Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
48
版權聲明
序 頁 作品 版權標章 作者來源
25 25Flickr Global PanoramatheglobalpanoramahttpsflickrpqbqQQk2017117 visited
26 26MaxpixelhttpmaxpixelfreegreatpicturecomHuman-Funny-Isolated-Holding-Female-Eye-Glass-156992017117 visited
27 26MaxpixelhttpmaxpixelfreegreatpicturecomFigures-Workers-Toys-Hauling-Dolls-Scoop-Broom-780022017117 visited
28 28
International Personality Item PoolhttpipiporiorgNew_IPIP-50-item-scalehtm2017117 visited依著作權法第465265條主張合理使用
29 29
midssorgldquoThe Satisfaction with Life Scale (SWL)rdquo Pavot W amp Diener E Files Scalehttpwwwmidssorgcontentsatisfaction-life-scale-swl2017117 visited依著作權法第465265條主張合理使用
30 30
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
49
版權聲明
序 頁 作品 版權標章 作者來源
31 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
32 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
33 35 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
34 36 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
35 37
Facebook Dan Arielyhttpswwwfacebookcomdanarielyposts9043835958682017117 visited依著作權法第465265條主張合理使用
36 37
經濟日報 ldquo別讓大數據變玄學rdquo 2016-03-08 0254經濟日報陳昇瑋httpmoneyudncommoneystory562915481412017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
50
版權聲明
序 頁 作品 版權標章 作者來源
37 38publicdomainpicturesnet Dawn Hudsonhttpwwwpublicdomainpicturesnetview-imagephpimage=134740amppicture=computer-guy2017117 visited
38 38Flickr Steve WOCinTech ChatwocintechchatcomhttpsflickrpER8emC2017117 visited
39 38Wikimedia Commons PaulVernon1974httpscommonswikimediaorgwikiFileAcornArchimedes-Wikijpg2017117 visited
40 39 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
41 40 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
42 41 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
版權聲明
陳昇瑋 從資料科學到人工智慧
51
版權聲明
序 頁 作品 版權標章 作者來源
43 42Flickr Saad AkhtarSaadAkhtarhttpsflickrp2cj282017117 visited
44 43
台灣資料科學愛好者年會httpdatascitw20152017117 visited依著作權法第465265條主張合理使用
版權聲明
擁抱資料但別錯過 AI
陳昇瑋
台灣資料科學協會中央研究院資訊科學研究所
43
陳昇瑋 從資料科學到人工智慧
44
版權聲明
序 頁 作品 版權標章 作者來源
1 1Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
2 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo July 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
3 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo uly 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
4 3hbrorg ldquoThe New Science of Building Great Teamsrdquo by Alex Sandy Pentland FROM THE APRIL 2012 ISSUE 428httpshbrorg201204the-new-science-of-building-great-teams2017117 visited 依著作權法第465265條主張合理使用
556
7
Max pixel httpmaxpixelfreegreatpicturecomThumb-Hand-Viewing-Magnifying-Glass-Magnification-642672017117 visited
6 5
Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
45
版權聲明
序 頁 作品 版權標章 作者來源
7 5Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
8 8
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
9 9
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
10 10
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
11 11
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
12 12
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
46
版權聲明
序 頁 作品 版權標章 作者來源
13 13
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
14 14
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
15 15Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited 依著作權法第465265條主張合理使用
16 16Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
17 18publicdomainpicturesnet Rf Vectorscomhttpwwwpublicdomainpicturesnetview-imagephpimage=581962017117 visited
18 18Wikimedia Commons AngelushttpscommonswikimediaorgwikiFileStub_doctorssvg2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
47
版權聲明
序 頁 作品 版權標章 作者來源
19 19
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
20202
1
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
21 22
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
22 22
The Authentic Happiness website ldquoPositive Psychology Theoryrdquohttpswwwauthentichappinesssasupennedulearn2017117 visited依著作權法第465265條主張合理使用
23 23
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
24 24Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
48
版權聲明
序 頁 作品 版權標章 作者來源
25 25Flickr Global PanoramatheglobalpanoramahttpsflickrpqbqQQk2017117 visited
26 26MaxpixelhttpmaxpixelfreegreatpicturecomHuman-Funny-Isolated-Holding-Female-Eye-Glass-156992017117 visited
27 26MaxpixelhttpmaxpixelfreegreatpicturecomFigures-Workers-Toys-Hauling-Dolls-Scoop-Broom-780022017117 visited
28 28
International Personality Item PoolhttpipiporiorgNew_IPIP-50-item-scalehtm2017117 visited依著作權法第465265條主張合理使用
29 29
midssorgldquoThe Satisfaction with Life Scale (SWL)rdquo Pavot W amp Diener E Files Scalehttpwwwmidssorgcontentsatisfaction-life-scale-swl2017117 visited依著作權法第465265條主張合理使用
30 30
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
49
版權聲明
序 頁 作品 版權標章 作者來源
31 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
32 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
33 35 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
34 36 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
35 37
Facebook Dan Arielyhttpswwwfacebookcomdanarielyposts9043835958682017117 visited依著作權法第465265條主張合理使用
36 37
經濟日報 ldquo別讓大數據變玄學rdquo 2016-03-08 0254經濟日報陳昇瑋httpmoneyudncommoneystory562915481412017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
50
版權聲明
序 頁 作品 版權標章 作者來源
37 38publicdomainpicturesnet Dawn Hudsonhttpwwwpublicdomainpicturesnetview-imagephpimage=134740amppicture=computer-guy2017117 visited
38 38Flickr Steve WOCinTech ChatwocintechchatcomhttpsflickrpER8emC2017117 visited
39 38Wikimedia Commons PaulVernon1974httpscommonswikimediaorgwikiFileAcornArchimedes-Wikijpg2017117 visited
40 39 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
41 40 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
42 41 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
版權聲明
陳昇瑋 從資料科學到人工智慧
51
版權聲明
序 頁 作品 版權標章 作者來源
43 42Flickr Saad AkhtarSaadAkhtarhttpsflickrp2cj282017117 visited
44 43
台灣資料科學愛好者年會httpdatascitw20152017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
44
版權聲明
序 頁 作品 版權標章 作者來源
1 1Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
2 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo July 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
3 2
plosorg ldquoDynamics of Person-to-Person Interactions from Distributed RFID Sensor Networksrdquo uly 15 2010AuthorCiro Cattuto Wouter Van den Broeck Alain Barrat Vittoria Colizza Jean-Franccedilois Pinton Alessandro Vespignanihttpjournalsplosorgplosonearticleid=101371journalpone00115962017117 visited 依著作權法第465265條主張合理使用
4 3hbrorg ldquoThe New Science of Building Great Teamsrdquo by Alex Sandy Pentland FROM THE APRIL 2012 ISSUE 428httpshbrorg201204the-new-science-of-building-great-teams2017117 visited 依著作權法第465265條主張合理使用
556
7
Max pixel httpmaxpixelfreegreatpicturecomThumb-Hand-Viewing-Magnifying-Glass-Magnification-642672017117 visited
6 5
Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
45
版權聲明
序 頁 作品 版權標章 作者來源
7 5Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
8 8
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
9 9
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
10 10
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
11 11
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
12 12
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
46
版權聲明
序 頁 作品 版權標章 作者來源
13 13
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
14 14
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
15 15Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited 依著作權法第465265條主張合理使用
16 16Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
17 18publicdomainpicturesnet Rf Vectorscomhttpwwwpublicdomainpicturesnetview-imagephpimage=581962017117 visited
18 18Wikimedia Commons AngelushttpscommonswikimediaorgwikiFileStub_doctorssvg2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
47
版權聲明
序 頁 作品 版權標章 作者來源
19 19
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
20202
1
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
21 22
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
22 22
The Authentic Happiness website ldquoPositive Psychology Theoryrdquohttpswwwauthentichappinesssasupennedulearn2017117 visited依著作權法第465265條主張合理使用
23 23
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
24 24Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
48
版權聲明
序 頁 作品 版權標章 作者來源
25 25Flickr Global PanoramatheglobalpanoramahttpsflickrpqbqQQk2017117 visited
26 26MaxpixelhttpmaxpixelfreegreatpicturecomHuman-Funny-Isolated-Holding-Female-Eye-Glass-156992017117 visited
27 26MaxpixelhttpmaxpixelfreegreatpicturecomFigures-Workers-Toys-Hauling-Dolls-Scoop-Broom-780022017117 visited
28 28
International Personality Item PoolhttpipiporiorgNew_IPIP-50-item-scalehtm2017117 visited依著作權法第465265條主張合理使用
29 29
midssorgldquoThe Satisfaction with Life Scale (SWL)rdquo Pavot W amp Diener E Files Scalehttpwwwmidssorgcontentsatisfaction-life-scale-swl2017117 visited依著作權法第465265條主張合理使用
30 30
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
49
版權聲明
序 頁 作品 版權標章 作者來源
31 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
32 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
33 35 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
34 36 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
35 37
Facebook Dan Arielyhttpswwwfacebookcomdanarielyposts9043835958682017117 visited依著作權法第465265條主張合理使用
36 37
經濟日報 ldquo別讓大數據變玄學rdquo 2016-03-08 0254經濟日報陳昇瑋httpmoneyudncommoneystory562915481412017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
50
版權聲明
序 頁 作品 版權標章 作者來源
37 38publicdomainpicturesnet Dawn Hudsonhttpwwwpublicdomainpicturesnetview-imagephpimage=134740amppicture=computer-guy2017117 visited
38 38Flickr Steve WOCinTech ChatwocintechchatcomhttpsflickrpER8emC2017117 visited
39 38Wikimedia Commons PaulVernon1974httpscommonswikimediaorgwikiFileAcornArchimedes-Wikijpg2017117 visited
40 39 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
41 40 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
42 41 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
版權聲明
陳昇瑋 從資料科學到人工智慧
51
版權聲明
序 頁 作品 版權標章 作者來源
43 42Flickr Saad AkhtarSaadAkhtarhttpsflickrp2cj282017117 visited
44 43
台灣資料科學愛好者年會httpdatascitw20152017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
45
版權聲明
序 頁 作品 版權標章 作者來源
7 5Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
8 8
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
9 9
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
10 10
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
11 11
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
12 12
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
46
版權聲明
序 頁 作品 版權標章 作者來源
13 13
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
14 14
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
15 15Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited 依著作權法第465265條主張合理使用
16 16Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
17 18publicdomainpicturesnet Rf Vectorscomhttpwwwpublicdomainpicturesnetview-imagephpimage=581962017117 visited
18 18Wikimedia Commons AngelushttpscommonswikimediaorgwikiFileStub_doctorssvg2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
47
版權聲明
序 頁 作品 版權標章 作者來源
19 19
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
20202
1
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
21 22
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
22 22
The Authentic Happiness website ldquoPositive Psychology Theoryrdquohttpswwwauthentichappinesssasupennedulearn2017117 visited依著作權法第465265條主張合理使用
23 23
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
24 24Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
48
版權聲明
序 頁 作品 版權標章 作者來源
25 25Flickr Global PanoramatheglobalpanoramahttpsflickrpqbqQQk2017117 visited
26 26MaxpixelhttpmaxpixelfreegreatpicturecomHuman-Funny-Isolated-Holding-Female-Eye-Glass-156992017117 visited
27 26MaxpixelhttpmaxpixelfreegreatpicturecomFigures-Workers-Toys-Hauling-Dolls-Scoop-Broom-780022017117 visited
28 28
International Personality Item PoolhttpipiporiorgNew_IPIP-50-item-scalehtm2017117 visited依著作權法第465265條主張合理使用
29 29
midssorgldquoThe Satisfaction with Life Scale (SWL)rdquo Pavot W amp Diener E Files Scalehttpwwwmidssorgcontentsatisfaction-life-scale-swl2017117 visited依著作權法第465265條主張合理使用
30 30
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
49
版權聲明
序 頁 作品 版權標章 作者來源
31 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
32 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
33 35 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
34 36 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
35 37
Facebook Dan Arielyhttpswwwfacebookcomdanarielyposts9043835958682017117 visited依著作權法第465265條主張合理使用
36 37
經濟日報 ldquo別讓大數據變玄學rdquo 2016-03-08 0254經濟日報陳昇瑋httpmoneyudncommoneystory562915481412017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
50
版權聲明
序 頁 作品 版權標章 作者來源
37 38publicdomainpicturesnet Dawn Hudsonhttpwwwpublicdomainpicturesnetview-imagephpimage=134740amppicture=computer-guy2017117 visited
38 38Flickr Steve WOCinTech ChatwocintechchatcomhttpsflickrpER8emC2017117 visited
39 38Wikimedia Commons PaulVernon1974httpscommonswikimediaorgwikiFileAcornArchimedes-Wikijpg2017117 visited
40 39 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
41 40 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
42 41 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
版權聲明
陳昇瑋 從資料科學到人工智慧
51
版權聲明
序 頁 作品 版權標章 作者來源
43 42Flickr Saad AkhtarSaadAkhtarhttpsflickrp2cj282017117 visited
44 43
台灣資料科學愛好者年會httpdatascitw20152017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
46
版權聲明
序 頁 作品 版權標章 作者來源
13 13
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
14 14
plosorg ldquoPersonality Gender and Age in the Language of Social Media The Open-Vocabulary Approachrdquo September 25 2013AuthorH Andrew Schwartz Johannes C Eichstaedt Margaret L Kern Lukasz Dziurzynski Stephanie M Ramones Megha Agrawal AchalShah Michal Kosinski David Stillwell Martin E P Seligman Lyle H Ungarhttpjournalsplosorgplosonearticleid=101371journalpone0073791 2017117 visited 依著作權法第465265條主張合理使用
15 15Dreamstime Jasna01httpswwwdreamstimecomcomputer-room-stock-image-imagefree80551112017117 visited 依著作權法第465265條主張合理使用
16 16Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
17 18publicdomainpicturesnet Rf Vectorscomhttpwwwpublicdomainpicturesnetview-imagephpimage=581962017117 visited
18 18Wikimedia Commons AngelushttpscommonswikimediaorgwikiFileStub_doctorssvg2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
47
版權聲明
序 頁 作品 版權標章 作者來源
19 19
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
20202
1
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
21 22
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
22 22
The Authentic Happiness website ldquoPositive Psychology Theoryrdquohttpswwwauthentichappinesssasupennedulearn2017117 visited依著作權法第465265條主張合理使用
23 23
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
24 24Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
48
版權聲明
序 頁 作品 版權標章 作者來源
25 25Flickr Global PanoramatheglobalpanoramahttpsflickrpqbqQQk2017117 visited
26 26MaxpixelhttpmaxpixelfreegreatpicturecomHuman-Funny-Isolated-Holding-Female-Eye-Glass-156992017117 visited
27 26MaxpixelhttpmaxpixelfreegreatpicturecomFigures-Workers-Toys-Hauling-Dolls-Scoop-Broom-780022017117 visited
28 28
International Personality Item PoolhttpipiporiorgNew_IPIP-50-item-scalehtm2017117 visited依著作權法第465265條主張合理使用
29 29
midssorgldquoThe Satisfaction with Life Scale (SWL)rdquo Pavot W amp Diener E Files Scalehttpwwwmidssorgcontentsatisfaction-life-scale-swl2017117 visited依著作權法第465265條主張合理使用
30 30
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
49
版權聲明
序 頁 作品 版權標章 作者來源
31 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
32 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
33 35 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
34 36 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
35 37
Facebook Dan Arielyhttpswwwfacebookcomdanarielyposts9043835958682017117 visited依著作權法第465265條主張合理使用
36 37
經濟日報 ldquo別讓大數據變玄學rdquo 2016-03-08 0254經濟日報陳昇瑋httpmoneyudncommoneystory562915481412017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
50
版權聲明
序 頁 作品 版權標章 作者來源
37 38publicdomainpicturesnet Dawn Hudsonhttpwwwpublicdomainpicturesnetview-imagephpimage=134740amppicture=computer-guy2017117 visited
38 38Flickr Steve WOCinTech ChatwocintechchatcomhttpsflickrpER8emC2017117 visited
39 38Wikimedia Commons PaulVernon1974httpscommonswikimediaorgwikiFileAcornArchimedes-Wikijpg2017117 visited
40 39 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
41 40 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
42 41 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
版權聲明
陳昇瑋 從資料科學到人工智慧
51
版權聲明
序 頁 作品 版權標章 作者來源
43 42Flickr Saad AkhtarSaadAkhtarhttpsflickrp2cj282017117 visited
44 43
台灣資料科學愛好者年會httpdatascitw20152017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
47
版權聲明
序 頁 作品 版權標章 作者來源
19 19
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
20202
1
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
21 22
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
22 22
The Authentic Happiness website ldquoPositive Psychology Theoryrdquohttpswwwauthentichappinesssasupennedulearn2017117 visited依著作權法第465265條主張合理使用
23 23
NCBI ldquoPsychological Language on Twitter Predicts County-Level Heart Disease Mortalityrdquo2015 Jan 20AuthorJohannes C Eichstaedt1 Hansen Andrew Schwartz12 Margaret L Kern13 Gregory Park1 Darwin R Labarthe4 Raina M Merchant5 Sneha Jha2 Megha Agrawal2 Lukasz A Dziurzynski1 Maarten Sap1 Christopher Weeg1 Emily E Larson1 Lyle H Ungar12 and Martin E P SeligmanhttpswwwncbinlmnihgovpmcarticlesPMC44335452017117 visited 依著作權法第465265條主張合理使用
24 24Flickr Rhett and LinkrhettandlinkhttpsflickrpJ8G99n2017117 visited
版權聲明
陳昇瑋 從資料科學到人工智慧
48
版權聲明
序 頁 作品 版權標章 作者來源
25 25Flickr Global PanoramatheglobalpanoramahttpsflickrpqbqQQk2017117 visited
26 26MaxpixelhttpmaxpixelfreegreatpicturecomHuman-Funny-Isolated-Holding-Female-Eye-Glass-156992017117 visited
27 26MaxpixelhttpmaxpixelfreegreatpicturecomFigures-Workers-Toys-Hauling-Dolls-Scoop-Broom-780022017117 visited
28 28
International Personality Item PoolhttpipiporiorgNew_IPIP-50-item-scalehtm2017117 visited依著作權法第465265條主張合理使用
29 29
midssorgldquoThe Satisfaction with Life Scale (SWL)rdquo Pavot W amp Diener E Files Scalehttpwwwmidssorgcontentsatisfaction-life-scale-swl2017117 visited依著作權法第465265條主張合理使用
30 30
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
49
版權聲明
序 頁 作品 版權標章 作者來源
31 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
32 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
33 35 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
34 36 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
35 37
Facebook Dan Arielyhttpswwwfacebookcomdanarielyposts9043835958682017117 visited依著作權法第465265條主張合理使用
36 37
經濟日報 ldquo別讓大數據變玄學rdquo 2016-03-08 0254經濟日報陳昇瑋httpmoneyudncommoneystory562915481412017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
50
版權聲明
序 頁 作品 版權標章 作者來源
37 38publicdomainpicturesnet Dawn Hudsonhttpwwwpublicdomainpicturesnetview-imagephpimage=134740amppicture=computer-guy2017117 visited
38 38Flickr Steve WOCinTech ChatwocintechchatcomhttpsflickrpER8emC2017117 visited
39 38Wikimedia Commons PaulVernon1974httpscommonswikimediaorgwikiFileAcornArchimedes-Wikijpg2017117 visited
40 39 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
41 40 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
42 41 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
版權聲明
陳昇瑋 從資料科學到人工智慧
51
版權聲明
序 頁 作品 版權標章 作者來源
43 42Flickr Saad AkhtarSaadAkhtarhttpsflickrp2cj282017117 visited
44 43
台灣資料科學愛好者年會httpdatascitw20152017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
48
版權聲明
序 頁 作品 版權標章 作者來源
25 25Flickr Global PanoramatheglobalpanoramahttpsflickrpqbqQQk2017117 visited
26 26MaxpixelhttpmaxpixelfreegreatpicturecomHuman-Funny-Isolated-Holding-Female-Eye-Glass-156992017117 visited
27 26MaxpixelhttpmaxpixelfreegreatpicturecomFigures-Workers-Toys-Hauling-Dolls-Scoop-Broom-780022017117 visited
28 28
International Personality Item PoolhttpipiporiorgNew_IPIP-50-item-scalehtm2017117 visited依著作權法第465265條主張合理使用
29 29
midssorgldquoThe Satisfaction with Life Scale (SWL)rdquo Pavot W amp Diener E Files Scalehttpwwwmidssorgcontentsatisfaction-life-scale-swl2017117 visited依著作權法第465265條主張合理使用
30 30
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
49
版權聲明
序 頁 作品 版權標章 作者來源
31 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
32 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
33 35 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
34 36 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
35 37
Facebook Dan Arielyhttpswwwfacebookcomdanarielyposts9043835958682017117 visited依著作權法第465265條主張合理使用
36 37
經濟日報 ldquo別讓大數據變玄學rdquo 2016-03-08 0254經濟日報陳昇瑋httpmoneyudncommoneystory562915481412017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
50
版權聲明
序 頁 作品 版權標章 作者來源
37 38publicdomainpicturesnet Dawn Hudsonhttpwwwpublicdomainpicturesnetview-imagephpimage=134740amppicture=computer-guy2017117 visited
38 38Flickr Steve WOCinTech ChatwocintechchatcomhttpsflickrpER8emC2017117 visited
39 38Wikimedia Commons PaulVernon1974httpscommonswikimediaorgwikiFileAcornArchimedes-Wikijpg2017117 visited
40 39 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
41 40 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
42 41 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
版權聲明
陳昇瑋 從資料科學到人工智慧
51
版權聲明
序 頁 作品 版權標章 作者來源
43 42Flickr Saad AkhtarSaadAkhtarhttpsflickrp2cj282017117 visited
44 43
台灣資料科學愛好者年會httpdatascitw20152017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
49
版權聲明
序 頁 作品 版權標章 作者來源
31 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
32 31
NCBI ldquoPrivate traits and attributes are predictable from digital records of human behaviorrdquo2013 Mar 11Author Michal Kosinski David Stillwell and Thore GraepelhttpswwwncbinlmnihgovpmcarticlesPMC36253242017117 visited 依著作權法第465265條主張合理使用
33 35 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
34 36 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
35 37
Facebook Dan Arielyhttpswwwfacebookcomdanarielyposts9043835958682017117 visited依著作權法第465265條主張合理使用
36 37
經濟日報 ldquo別讓大數據變玄學rdquo 2016-03-08 0254經濟日報陳昇瑋httpmoneyudncommoneystory562915481412017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
50
版權聲明
序 頁 作品 版權標章 作者來源
37 38publicdomainpicturesnet Dawn Hudsonhttpwwwpublicdomainpicturesnetview-imagephpimage=134740amppicture=computer-guy2017117 visited
38 38Flickr Steve WOCinTech ChatwocintechchatcomhttpsflickrpER8emC2017117 visited
39 38Wikimedia Commons PaulVernon1974httpscommonswikimediaorgwikiFileAcornArchimedes-Wikijpg2017117 visited
40 39 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
41 40 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
42 41 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
版權聲明
陳昇瑋 從資料科學到人工智慧
51
版權聲明
序 頁 作品 版權標章 作者來源
43 42Flickr Saad AkhtarSaadAkhtarhttpsflickrp2cj282017117 visited
44 43
台灣資料科學愛好者年會httpdatascitw20152017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
50
版權聲明
序 頁 作品 版權標章 作者來源
37 38publicdomainpicturesnet Dawn Hudsonhttpwwwpublicdomainpicturesnetview-imagephpimage=134740amppicture=computer-guy2017117 visited
38 38Flickr Steve WOCinTech ChatwocintechchatcomhttpsflickrpER8emC2017117 visited
39 38Wikimedia Commons PaulVernon1974httpscommonswikimediaorgwikiFileAcornArchimedes-Wikijpg2017117 visited
40 39 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
41 40 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
42 41 本作品由陳昇瑋授權使用本中心無再授權他人使用之權利如需使用請另行向權利人取得授權
版權聲明
陳昇瑋 從資料科學到人工智慧
51
版權聲明
序 頁 作品 版權標章 作者來源
43 42Flickr Saad AkhtarSaadAkhtarhttpsflickrp2cj282017117 visited
44 43
台灣資料科學愛好者年會httpdatascitw20152017117 visited依著作權法第465265條主張合理使用
版權聲明
陳昇瑋 從資料科學到人工智慧
51
版權聲明
序 頁 作品 版權標章 作者來源
43 42Flickr Saad AkhtarSaadAkhtarhttpsflickrp2cj282017117 visited
44 43
台灣資料科學愛好者年會httpdatascitw20152017117 visited依著作權法第465265條主張合理使用
版權聲明