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
110
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
39
Android Benchmarking and other stories
kikoso
0
120
KMP for Mobile Developers
kikoso
0
60
Diving into Coroutines
kikoso
1
61
K/N for mobile developers (including libraries' snippets)
kikoso
0
66
Kotlin/Native for Multiplatform development
kikoso
0
60
TensorFlow for Mobile Developers
kikoso
0
21
Kotlin/Native for Multiplatform development
kikoso
1
180
TensorFlow for Mobile Developers
kikoso
0
140
Other Decks in Technology
See All in Technology
日経電子版 x AIエージェントの可能性とAgentic RAGによって提案書生成を行う技術
masahiro_nishimi
1
190
オーティファイ会社紹介資料 / Autify Company Deck
autifyhq
10
120k
事業継続を支える自動テストの考え方
tsuemura
0
200
ゆもつよがこの30年間自ら経験してきたQA、テストの歴史と未来
ymty
3
610
Next Step: Play Time!
trishagee
2
140
もし今からGraphQLを採用するなら
kazukihayase
10
4.5k
Kubernetes x k6 で負荷試験基盤を開発して 負荷試験を民主化した話 / Kubernetes x k6
sansan_randd
1
540
WAF に頼りすぎない AWS WAF 運用術 meguro sec #1
izzii
0
380
Googleマップ/Earthが一般化した 地図タイルのイマ
mapconcierge4agu
1
170
トレードオフスライダーにおける品質について考えてみた
suzuki_tada
3
280
カスタムインストラクションでGitHub Copilotをカスタマイズ!
07jp27
8
1.7k
AIエージェントについてまとめてみた
pharma_x_tech
20
13k
Featured
See All Featured
Raft: Consensus for Rubyists
vanstee
137
6.8k
Why You Should Never Use an ORM
jnunemaker
PRO
55
9.2k
Dealing with People You Can't Stand - Big Design 2015
cassininazir
365
25k
The Invisible Side of Design
smashingmag
299
50k
I Don’t Have Time: Getting Over the Fear to Launch Your Podcast
jcasabona
31
2.1k
Design and Strategy: How to Deal with People Who Don’t "Get" Design
morganepeng
128
19k
Keith and Marios Guide to Fast Websites
keithpitt
410
22k
The World Runs on Bad Software
bkeepers
PRO
67
11k
RailsConf & Balkan Ruby 2019: The Past, Present, and Future of Rails at GitHub
eileencodes
132
33k
Distributed Sagas: A Protocol for Coordinating Microservices
caitiem20
330
21k
Imperfection Machines: The Place of Print at Facebook
scottboms
267
13k
Thoughts on Productivity
jonyablonski
69
4.4k
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