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What is Data Science Data Science: Jordan Boyd-Graber University of Maryland JANUARY 14, 2018 Data Science: Jordan Boyd-Graber | UMD What is Data Science | 1 / 12

What is Data Science - University Of Marylandusers.umiacs.umd.edu/~jbg/teaching/INST_414/00b.pdfWhat is Data Science Data Science: Jordan Boyd-Graber University of Maryland JANUARY

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Page 1: What is Data Science - University Of Marylandusers.umiacs.umd.edu/~jbg/teaching/INST_414/00b.pdfWhat is Data Science Data Science: Jordan Boyd-Graber University of Maryland JANUARY

What is Data Science

Data Science: Jordan Boyd-GraberUniversity of MarylandJANUARY 14, 2018

Data Science: Jordan Boyd-Graber | UMD What is Data Science | 1 / 12

Page 2: What is Data Science - University Of Marylandusers.umiacs.umd.edu/~jbg/teaching/INST_414/00b.pdfWhat is Data Science Data Science: Jordan Boyd-Graber University of Maryland JANUARY

Mathematical Foundations

Data

X

Answers

Y

Hidden Structure

Z

Data Science: Jordan Boyd-Graber | UMD What is Data Science | 2 / 12

Page 3: What is Data Science - University Of Marylandusers.umiacs.umd.edu/~jbg/teaching/INST_414/00b.pdfWhat is Data Science Data Science: Jordan Boyd-Graber University of Maryland JANUARY

Will NetFlix user 24601 like Transformers?

Data Science: Jordan Boyd-Graber | UMD What is Data Science | 3 / 12

Page 4: What is Data Science - University Of Marylandusers.umiacs.umd.edu/~jbg/teaching/INST_414/00b.pdfWhat is Data Science Data Science: Jordan Boyd-Graber University of Maryland JANUARY

Will NetFlix user 24601 like Transformers?

Data Science: Jordan Boyd-Graber | UMD What is Data Science | 4 / 12

Page 5: What is Data Science - University Of Marylandusers.umiacs.umd.edu/~jbg/teaching/INST_414/00b.pdfWhat is Data Science Data Science: Jordan Boyd-Graber University of Maryland JANUARY

How do you know?

1   2   5   3   3   …   1   4  

3   ...   3  

2   …  

2   5   …   3  

1   …   2  

…   …   …   …   …   …   …   …   …   …   …   …   …   …   …  

3   4   …  

1   3   4   3   4   2   …  

2   …  

2   …  

5   …  

5   …  

100,000+  Titles  

~10  Million  Ac

coun

ts  

Training  Data  

Tes,ng  Data  

?  (most  recent  

ra>ngs)  

Data Science: Jordan Boyd-Graber | UMD What is Data Science | 5 / 12

Page 6: What is Data Science - University Of Marylandusers.umiacs.umd.edu/~jbg/teaching/INST_414/00b.pdfWhat is Data Science Data Science: Jordan Boyd-Graber University of Maryland JANUARY

Group many images and determine the number of groups

Data Science: Jordan Boyd-Graber | UMD What is Data Science | 6 / 12

Page 7: What is Data Science - University Of Marylandusers.umiacs.umd.edu/~jbg/teaching/INST_414/00b.pdfWhat is Data Science Data Science: Jordan Boyd-Graber University of Maryland JANUARY

Which genes are associated with a disease? How can expression values be

used to predict survival?

Data Science: Jordan Boyd-Graber | UMD What is Data Science | 7 / 12

Page 8: What is Data Science - University Of Marylandusers.umiacs.umd.edu/~jbg/teaching/INST_414/00b.pdfWhat is Data Science Data Science: Jordan Boyd-Graber University of Maryland JANUARY

Is it likely that this stock was traded based on illegal insider information?

Data Science: Jordan Boyd-Graber | UMD What is Data Science | 8 / 12

Page 9: What is Data Science - University Of Marylandusers.umiacs.umd.edu/~jbg/teaching/INST_414/00b.pdfWhat is Data Science Data Science: Jordan Boyd-Graber University of Maryland JANUARY

Who will vote and for whom?

Data Science: Jordan Boyd-Graber | UMD What is Data Science | 9 / 12

Page 10: What is Data Science - University Of Marylandusers.umiacs.umd.edu/~jbg/teaching/INST_414/00b.pdfWhat is Data Science Data Science: Jordan Boyd-Graber University of Maryland JANUARY

Is this spam?

Subject: CHARITY.Date: February 4, 2008 10:22:25 AM ESTTo: undisclosed-recipients:;Reply-To: [email protected]

Dear Beloved,

My name is Mrs. Susan Polla, from ITALY. If you are a christian andinterested in charity please reply me at : ([email protected]) for insight.Respectfully,Mrs Susan Polla.

Data Science: Jordan Boyd-Graber | UMD What is Data Science | 10 / 12

Page 11: What is Data Science - University Of Marylandusers.umiacs.umd.edu/~jbg/teaching/INST_414/00b.pdfWhat is Data Science Data Science: Jordan Boyd-Graber University of Maryland JANUARY

Where are the faces?

STAT 151B

AdministrativeInfo

Introduction

Example: face detection

!"#$%&''( )*+,-./0%1-%2,./%#34./001-56%7/8/.814-% ((

9:;/31</-8,=%$/0>=806%?$4@=/A%/8%,=B%CDE

Data Science: Jordan Boyd-Graber | UMD What is Data Science | 11 / 12

Page 12: What is Data Science - University Of Marylandusers.umiacs.umd.edu/~jbg/teaching/INST_414/00b.pdfWhat is Data Science Data Science: Jordan Boyd-Graber University of Maryland JANUARY

Data contain patternsthat can help us solve problems.

Data Science: Jordan Boyd-Graber | UMD What is Data Science | 12 / 12