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
89
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
20
Android Benchmarking and other stories
kikoso
0
110
KMP for Mobile Developers
kikoso
0
47
Diving into Coroutines
kikoso
1
53
K/N for mobile developers (including libraries' snippets)
kikoso
0
46
Kotlin/Native for Multiplatform development
kikoso
0
54
TensorFlow for Mobile Developers
kikoso
0
21
Kotlin/Native for Multiplatform development
kikoso
1
160
TensorFlow for Mobile Developers
kikoso
0
110
Other Decks in Technology
See All in Technology
長期運用プロジェクトでのMySQLからTiDB移行の検証
colopl
2
850
GraphQL 成熟度モデルの紹介と、プロダクトに当てはめた事例 / GraphQL maturity model
mh4gf
7
1.3k
リテール金融(キャッシュレス・ネット銀行・ネット証券)の競争環境と経済圏
8maki
0
770
本当のAWS基礎
toru_kubota
0
510
Java EE/Jakarta EEの現状と将来―クラウドネイティブ時代にJava EEは対応できるのか?―
takakiyo
1
150
自己改善からチームを動かす! 「セルフエンジニアリングマネージャー」のすゝめ
shoota
6
410
障害対応をちょっとずつよくしていくための 演習の作りかた
heleeen
0
140
検証を通して見えてきたTiDBの性能特性
lycorptech_jp
PRO
6
3.7k
よく聞くけど使ったことないソフトウェアNo.1 KafkaとSnowflake
foursue
4
350
Hands-on Gemini, the Google DeepMind LLM
meteatamel
1
110
長期間TiDBを使ってきた話 @ 私たちはなぜNewSQLを使うのかTiDB選定5社が語る選定理由と活用LT / Experiences with TiDB Over Time
chibiegg
2
890
SIEMを用いて、セキュリティログ分析の可視化と分析を実現し、PDCAサイクルを回してみた
coconala_engineer
0
280
Featured
See All Featured
YesSQL, Process and Tooling at Scale
rocio
164
13k
Code Review Best Practice
trishagee
55
15k
Principles of Awesome APIs and How to Build Them.
keavy
121
16k
A Modern Web Designer's Workflow
chriscoyier
689
190k
I Don’t Have Time: Getting Over the Fear to Launch Your Podcast
jcasabona
21
1.6k
Thoughts on Productivity
jonyablonski
58
3.8k
Navigating Team Friction
lara
178
13k
Side Projects
sachag
451
41k
Java REST API Framework Comparison - PWX 2021
mraible
PRO
18
6.9k
Bootstrapping a Software Product
garrettdimon
PRO
302
110k
The Psychology of Web Performance [Beyond Tellerrand 2023]
tammyeverts
6
1.5k
Fantastic passwords and where to find them - at NoRuKo
philnash
37
2.5k
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