Android N and TensorFlow
Android N and TensorFlow
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Hi, I am Dhananjay PanditComputer Engineering graduate Class of
2016Part of GBG Mumbai for the last 2 yearsGoogle Student
AmbassadorMentor for Python courses at MentiveAI and Machine
Learning enthusiast
My brief intro
Android N
Overview12th version of Android, the previous version being
Marshmallow.Disclaimer: What follows is not a comprehensive list of
the features. I have select only the noteworthy ones which I felt
would be useful for you.Cupcake Donut clair Froyo Gingerbread
Honeycomb - Ice Cream Sandwich - Jelly Bean KitKat Lollipop
Marshmallow - N
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https://www.android.com/intl/en_in/versions/name-n/
Google hasnt yet decided upon a name for Android N. Suggest a
name at the URL above. Help to get it named after your favourite
confectionery!5
Whats New
Lets look at whats new in terms of UX firstSwipe out side
menuEasy switching between tabsNight modeCan be used at places
where you dont want your screen blasting light everywhere
Whats New
More information up frontUpdated notification templatesBundled
notifications.Updated settings layout Can see which WiFi, Bluetooth
device you are connected to
Multi-window SupportDirect Reply from notification barWhats
New
Multi window: Run 2 apps side-by-side in portrait or landscape
modeQuick apps switching between current and previous. Just like a
TV remote.Directly reply from the notification bar
Paginated Quick Settings
On the Air system updatesWhats New
- Paginated quick settings will allow you to add more handy
settings like torch, compass, etcRemember that annoying little
message box Android is upgrading which seemed to take forever!?
Well, its history nowOTA updates: Phone updates in the background
and the next time you restart, you have updated version.
Doze! Battery that works smart, not hard!
Whats New
Doze: Now in Android N, Doze takes a step further and saves
battery while on the go. This means users can save battery even
when carrying their devices in their pockets.
Tap-to-PayWorks on any device with NFC support.Arriving in
India, soon.
Desserts for Developers - Android Pay API
Something new for the devsNo need to take out your card. Setup
your account on Android Pay and just tap your phone to pay the
billExtremely safe and secureNo scope of credit card frauds
Unifies 7 context and location signals.Helps reduce resource
utilization.Coming soon. Link to sign up for early access -
https://goo.gl/H3oFGb
Desserts for Developers - Awareness API
7 signals: Time, location, places, beacons, headphones, activity
and weather
Profile-guided Just in Time(JIT) and Ahead of Time(AOT)
CompilationProject Svelte: Background OptimizationsFile based
encryptionNumber BlockingCall ScreeningData SaverMulti-locale
SupportMore LanguagesNew EmojisMore features of Android N
Profile-guided compilation improves runtime performance, saves
storage space, and speeds up app updates and system updates.JIT:
75% faster app installation. 50% reduction in compiled code
sizeSvelte: Minimize RAM use by optimizing the way apps run in the
background.Supports number blocking in the platform and provides a
framework API to let service providers maintain a blocked-number
list.Better support bilingual use-casesANDROID WEAR 2.0 :-
Standalone apps with direct connectivity access13
How can you leverage these features?
How can you use Android N to help your business and company
grow?
Screenshot of the early implementation of Vulkan APIVulkan
How many of you play games on your phones?Well that number is
just about to increaseHeres presenting the Vulkan API!15
Screenshot of a game running on the new Vulkan APIVulkan
The Android platform includes an Android-specific implementation
of the Vulkan APIIt is a modern 3D graphics API giving developers
direct access to the GPU.Vulkan
The same Vulkan API can be used to design games for both mobile
and desktopOpenGL was its predecessorVulkan is a low-overhead,
cross-platform API for high-performance, 3D graphics Squeezes more
effects per frame without a drop in frame rate17
Android Instant Apps
I want you to take a look at the image on the screenImagine you
are a business which has its own appBut your users do not install
your appStill they can access the content present on your appHow is
that possible? Too good to be true?Well thats what Android Instant
Apps is all about!
Via Google Search
Via a shared linkVia NFC
Backward compatible till Android Jellybean (Android 4.1+ and API
Level 16)
Android Instant Apps enables Android apps to run instantly,
without requiring installation.As a developer, you wont need to
build a new, separate app. Its the same Android APIs, same project,
same source code, simply update your existing Android app to take
advantage of Instant Apps functionality.Android Instant Apps
With Instant Apps, a tap on a URL can open right in an Android
app, even if the user doesnt have that app installed.This feature
hasnt released yet but you can request for Early Access!
Daydream is a platform for high quality, mobile virtual reality
providing rich, responsive, and immersive experiences with hardware
and software.Google hasn't yet made public the exact minimum
specifications that are needed for a phone to be certified as
Daydream-ready
Google VR - Daydream
- Coming Fall 2016- It encompasses both hardware and software
and is a more advanced successor to Cardboard.- None of our current
phones except the Nexus 6P are compatible with Daydream!
New rules for password policies.Better integration of work and
personal contacts.Disabling of location functions for work apps
while allowing them for personal apps.Custom lock screen messages.
"Think different."And moreAndroid for Work
This is Google's system for allowing a company to have some
control over your work phone.Apps can be temporarily suspended We
warned you about spending too much time on Facebook! :PAnd other
little things like locking down the wallpaper and user icon.22
Machine Learning 101
Let us first look at what *IS* Machine Learning before looking
into TensorFlowIn the mood to shop for mangoes?!Refer Google Keep
note! Due credits to Pararth Shah for writing this post on
Quora.How do *YOU* choose mangoes?
Let us first look at what *IS* Machine Learning before looking
into TensorFlowIn the mood to shop for mangoes?!Refer Google Keep
note! Due credits to Pararth Shah for writing this post on
Quora.How do *YOU* choose mangoes?
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Not so fast!
Some mangoes might not be as sweet as youd like
Some mangoes might not be as sweet as youd like
She likes apples NOT mangoes!
She likes apples NOT mangoes!
Apply ML to buy any fruit you want!
Apply ML to buy any fruit you want!
Steps in Machine Learning
Collect dataProcess dataTrain modelTest data
Collect dataProcess dataTrain modelTest data
ML algorithms are an evolution over normal algorithms. They make
your programs "smarter", by allowing them to automatically learn
from the data you provide.
Making your algorithms smart, so that you don't need to be!
Machine Learning is NOT
And DEFINITELY not.
TensorFlow Video
TensorFlow video31
For search ranking on www.google.comAutomatically generate email
responses (Inbox smart replies Im in, Will do!)Optical character
recognition to enable real-time translation (Google Translate)
http://playground.tensorflow.orgTensorFlow Applications
TensorFlow provides a Python API, as well as a less documented
C/C++ API.Gives you the ability to use ML algorithms without
worrying about the implementation32
Image Classification
It reportedly can differentiate between different breeds and
species as well!
Classified as Military Uniform with 64% confidence
Grace Hopper American Early computer scientist
Recommender Systems
https://www.coursera.org/learn/machine-learningNext Steps
I hope I have created enough interest in you about Machine
Learning. Here are a few links where you can learn more!
https://www.udacity.com/course/deep-learning--ud730
Firebase is a cloud services provider and backend as a service
company.Number of products for software developers building mobile
or web applications including a real-time cloud database.This
allows developers to store and sync data across multiple
clients.
Firebase is a cloud services provider and backend as a service
company.Number of products for software developers building mobile
or web applications including a real-time cloud database.This
allows developers to store and sync data across multiple
clients.
Unified App Platform
Earlier: Multiple tools like SQL Server, IDEs; Diff tools for
diff tasksNow: One tool! Developer experience mattersWork across
platforms: iOS, Web, or Android.Integrate: one SDK, one console,
and one place to go for documentation and support.Crash reporting
allows the app to be robustAnalytics gives you more insight
Earlier: Multiple tools like SQL Server, IDEs; Diff tools for
diff tasksNow: One tool! Developer experience mattersWork across
platforms: iOS, Web, or Android.Integrate: one SDK, one console,
and one place to go for documentation and support.Crash reporting
allows the app to be robustAnalytics gives you more insight
Cloud Messaging
Firebase Cloud Messaging is a cross-platform messaging solution
delivering messages and notifications to Android, iOS or the
Web.Messages can be sent to individual devices, groups of devices,
or even topics that devices are subscribed to.Powerful and scalable
with 95% of messages delivered within 250 milliseconds.Firebase
Cloud Messaging is the successor to Google Cloud Messaging
Firebase Cloud Messaging is a cross-platform messaging solution
delivering messages and notifications to Android, iOS or the
Web.Messages can be sent to individual devices, groups of devices,
or even topics that devices are subscribed to.Powerful and scalable
with 95% of messages delivered within 250 milliseconds.Firebase
Cloud Messaging is the successor to Google Cloud Messaging
DatabaseAuthorisation and HostingMessaging, Store, Remote
ConfigurationTest labNotificationsDynamic LinksAdMobNew features of
Firebase
My personal favourite Mar I/O
Id like to end by showing you MY favourite implementation of a
ML algorithm.Any guesses what it might be looking at the title?
Thank you!
gbgmumbai.orgtwitter.com/gbgmumbai
