Upgrade to Pro
— share decks privately, control downloads, hide ads and more …
Speaker Deck
Features
Speaker Deck
PRO
Sign in
Sign up for free
Search
Search
TensorFlow for Mobile Developers
Search
Enrique López Mañas
October 25, 2017
Technology
0
120
TensorFlow for Mobile Developers
Enrique López Mañas
October 25, 2017
Tweet
Share
More Decks by Enrique López Mañas
See All by Enrique López Mañas
KMP_for_Swift.pdf
kikoso
0
46
Android Benchmarking and other stories
kikoso
0
130
KMP for Mobile Developers
kikoso
0
70
Diving into Coroutines
kikoso
1
70
K/N for mobile developers (including libraries' snippets)
kikoso
0
88
Kotlin/Native for Multiplatform development
kikoso
0
64
TensorFlow for Mobile Developers
kikoso
0
21
Kotlin/Native for Multiplatform development
kikoso
1
190
TensorFlow for Mobile Developers
kikoso
0
160
Other Decks in Technology
See All in Technology
エンジニア向け技術スタック情報
kauche
1
260
PHP開発者のためのSOLID原則再入門 #phpcon / PHP Conference Japan 2025
shogogg
4
740
変化する開発、進化する体系時代に適応するソフトウェアエンジニアの知識と考え方(JaSST'25 Kansai)
mizunori
1
220
“社内”だけで完結していた私が、AWS Community Builder になるまで
nagisa53
1
390
Postman AI エージェントビルダー最新情報
nagix
0
110
Lambda Web Adapterについて自分なりに理解してみた
smt7174
3
110
Understanding_Thread_Tuning_for_Inference_Servers_of_Deep_Models.pdf
lycorptech_jp
PRO
0
120
登壇ネタの見つけ方 / How to find talk topics
pinkumohikan
5
470
Observability infrastructure behind the trillion-messages scale Kafka platform
lycorptech_jp
PRO
0
140
生成AI時代の開発組織・技術・プロセス 〜 ログラスの挑戦と考察 〜
itohiro73
0
180
Windows 11 で AWS Documentation MCP Server 接続実践/practical-aws-documentation-mcp-server-connection-on-windows-11
emiki
0
970
Model Mondays S2E02: Model Context Protocol
nitya
0
220
Featured
See All Featured
Statistics for Hackers
jakevdp
799
220k
Site-Speed That Sticks
csswizardry
10
660
Testing 201, or: Great Expectations
jmmastey
42
7.5k
The Art of Delivering Value - GDevCon NA Keynote
reverentgeek
15
1.5k
Agile that works and the tools we love
rasmusluckow
329
21k
[Rails World 2023 - Day 1 Closing Keynote] - The Magic of Rails
eileencodes
35
2.3k
Dealing with People You Can't Stand - Big Design 2015
cassininazir
367
26k
Writing Fast Ruby
sferik
628
61k
Chrome DevTools: State of the Union 2024 - Debugging React & Beyond
addyosmani
7
700
Templates, Plugins, & Blocks: Oh My! Creating the theme that thinks of everything
marktimemedia
31
2.4k
Bash Introduction
62gerente
614
210k
Being A Developer After 40
akosma
90
590k
Transcript
TensorFlow for Mobile Developers
Machine Learning / AI
Buzzwords classification Artificial intelligence Machine Learning The science of making
machines smarts Building machines that can learn Neural Networks One of the many different algorithms in Machine Learning
Buzzwords classification
Neural Network
Machine Learning
Machine Learning
Machine Learning 12% of all responses on mobile
Machine Learning
Machine Learning
Machine Learning
Cloud vs. Mobile Less Traffic & Faster Response Motion Sensors
TensorFlow OpenSource library for Machine Learning tensorflow.org Today most popular
ML framework
TensorFlow You can train: - Mac / Windows - GPU
Server - GPU/TPU on Cloud Prediction: - Android - iOS - Raspberry
TensorFlow CIFAR10
TensorFlow ecosystem
From Training to App (@yufengg)
Data Gathering?
From Training to App (@yufengg)
From Training to App (@yufengg)
Convolutional Neural Networks (@yufengg)
Convolutional Neural Networks (@yufengg)
Convolutional Neural Networks (@yufengg)
Convolutional Neural Networks (@yufengg)
Convolutional Neural Networks (@yufengg)
Convolutional Neural Networks (@yufengg)
Convolutional Neural Networks (@yufengg)
Convolutional Neural Networks (@yufengg)
From Training to App (@yufengg)
Optimizing model for Mobile (@yufengg)
From Training to App (@yufengg) Other inception versions (inception v1
quantised is 7 MB)
From Training to App (@yufengg) TensorFlow increases APK in 12
MB
From Training to App (@yufengg)
From Training to App (@yufengg)
TensorFlow community 1000+ contributors 22.000+ commits 18.000+ repositories with name
“TensorFlow”
TensorFlow community
Building with Android Studio Uses Bazel to build Set Bazel
binary location in /tensorflow/examples/ android/build.gradle Add project in tensorflor/examples/android folder to Android Studio
Building with Android Studio Installing Bazel first: Download from https://github.com/bazelbuild/bazel/releases
Install instructions in https://docs.bazel.build/versions/master/install.html
Building with Android Studio Download Android SDK (23) Download Android
NDK (12b) (recommend it with Android SDK Manager)
Building with Android Studio WORKSPACE FILE
Building with Android Studio Run Bazel bazel build -c opt
//tensorflow/examples/ android:tensorflow_demo
Building with Android Studio Install APK adb install -r bazel-bin/tensorflow/examples/android/
tensorflow_demo.apk
Building with Android Studio OR… TensorFlow AAR from JCenter YUV
-> RGB less efficient Object tracking not available
Android Samples TF Classify TF Detect TF Stylize
TF Classify Uses Google Inception (v3) to label images Model
easy to swap No “person label” Volume button up for statistics
TF Classify
TF Classify
TF Detect
TF Detect - Draw bounding boxes around people - Useful
to count objects - No training yet
TF Style
TF Style - Real time style transfer algorithm - Pick/mix
different styles - Can train Magenta models
TF Style
TensorFlow Written in C++ Android uses Kotlin/Java? HowTo? Android
inference Library https://github.com/tensorflow/tensorflow/tree/master/tensorflow/contrib/android
Building for iOS Install requirements: - Xcode 8 - Command
line tools (xcode-select install) - brew install automake - brew install lib tool - tensorflow/contrib/makefile_build_all_ios.sh (takes 20 minutes)
iOS Examples: simple
iOS Examples: camera
iOS Examples: camera - Run inception each frame - Models
can be replaced
iOS Examples: benchmark
Raspberry Pi
Resources TensorFlow: https://www.tensorflow.org/ Magenta: https://magenta.tensorflow.org/welcome-to-magenta TensorFlow for Poets: https://codelabs.developers.google.com/codelabs/ tensorflow-for-poets/index.html#0