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 Android Developers
Search
Joe Birch
March 26, 2018
Technology
3
260
Tensorflow for Android Developers
Joe Birch
March 26, 2018
Tweet
Share
More Decks by Joe Birch
See All by Joe Birch
Learning to play guitar with Actions on Google
hitherejoe
1
96
Making Change as an Ally
hitherejoe
1
480
Learning to play the guitar with Actions on Google
hitherejoe
0
130
For Optimists, our UI is pretty Pessimistic
hitherejoe
4
2.9k
Android Things: Building for the IoT
hitherejoe
2
180
Getting Clean, Keeping Lean
hitherejoe
10
670
Android TV: Building Apps with Google’s Leanback Library
hitherejoe
1
1.1k
Building Beautiful Apps with the Design Support Library
hitherejoe
3
240
Other Decks in Technology
See All in Technology
後進育成のしくじり〜任せるスキルとリーダーシップの両立〜
matsu0228
7
2.4k
LLMアプリケーション開発におけるセキュリティリスクと対策 / LLM Application Security
flatt_security
7
1.9k
[2025-09-30] Databricks Genie を利用した分析基盤とデータモデリングの IVRy の現在地
wxyzzz
0
480
SOC2取得の全体像
shonansurvivors
1
390
AI Agentと MCP Serverで実現する iOSアプリの 自動テスト作成の効率化
spiderplus_cb
0
500
関係性が駆動するアジャイル──GPTに人格を与えたら、対話を通してふりかえりを習慣化できた話
mhlyc
0
130
GopherCon Tour 概略
logica0419
2
190
Function calling機能をPLaMo2に実装するには / PFN LLMセミナー
pfn
PRO
0
930
OpenAI gpt-oss ファインチューニング入門
kmotohas
2
1k
KMP の Swift export
kokihirokawa
0
330
SREとソフトウェア開発者の合同チームはどのようにS3のコストを削減したか?
muziyoshiz
1
100
生成AIで「お客様の声」を ストーリーに変える 新潮流「Generative ETL」
ishikawa_satoru
1
320
Featured
See All Featured
For a Future-Friendly Web
brad_frost
180
9.9k
Building Flexible Design Systems
yeseniaperezcruz
329
39k
Testing 201, or: Great Expectations
jmmastey
45
7.7k
Designing Experiences People Love
moore
142
24k
Principles of Awesome APIs and How to Build Them.
keavy
127
17k
Producing Creativity
orderedlist
PRO
347
40k
How to Create Impact in a Changing Tech Landscape [PerfNow 2023]
tammyeverts
54
3k
Automating Front-end Workflow
addyosmani
1371
200k
Navigating Team Friction
lara
189
15k
Practical Orchestrator
shlominoach
190
11k
Designing for humans not robots
tammielis
254
25k
The MySQL Ecosystem @ GitHub 2015
samlambert
251
13k
Transcript
TENSORFLOW FOR ANDROID DEVELOPERS JOE BIRCH - @HITHEREJOE - ANDROID
LEAD @BUFFER - GDE @ANDROID
MACHINE LEARNING 101 Get data Clean, prep & manipulate data
Train Model Test data Improve
MACHINE LEARNING 101 Unsupervised Learning Supervised Learning Clustering Classification Regression
MACHINE LEARNING 101 Unsupervised Learning Supervised Learning Clustering Classification Regression
MACHINE LEARNING 101 Unsupervised Learning Supervised Learning Clustering Classification Regression
MACHINE LEARNING 101 Unsupervised Learning Supervised Learning Clustering Classification Regression
MACHINE LEARNING 101 Unsupervised Learning Supervised Learning Clustering Classification Regression
MACHINE LEARNING 101 Unsupervised Learning Supervised Learning Clustering Classification Regression
MACHINE LEARNING AND MOBILE
MACHINE LEARNING AND MOBILE
TENSORFLOW
TENSORFLOW
COMPUTATION GRAPHS C D F A B E
NEURAL NETWORKS Some Image Result
NEURAL NETWORKS Some Image Result
NEURAL NETWORKS Some Image Result
NEURAL NETWORKS Some Image Result Pre-trained model
BUILDING OUR OWN IMAGE CLASSIFIER USING A MOBILE NET
TENSORBOARD
TENSORBOARD
TENSORBOARD tensorboard --logdir tf_files/training_summaries &
TRAINING DATA
RETRAINING THE MODEL
RETRAINING THE MODEL
RETRAINING THE MODEL
RETRAINING THE MODEL
RETRAINING THE MODEL
RETRAINING THE MODEL
RETRAINING THE MODEL
RETRAINING THE MODEL
RETRAINING THE MODEL
RETRAINING THE MODEL
RETRAINING THE MODEL
HOW TRAINING WORKS?
HOW TRAINING WORKS?
HOW TRAINING WORKS?
HOW TRAINING WORKS?
HOW TRAINING WORKS?
HOW TRAINING WORKS?
MODEL ACCURACY
MODEL ACCURACY
OPTIMISING THE MODEL Model Operation Model Operation Model Operation Model
Operation Load graph Don’t load graph Operation supported?
OPTIMISING THE MODEL
OPTIMISING THE MODEL
OPTIMISING THE MODEL
OPTIMISING THE MODEL
OPTIMISING THE MODEL
QUANTISATION
QUANTISATION
QUANTISATION
QUANTISATION
OPTIMISING THE MODEL
ADDING THIS TO AN APP Add Dependancy Create TF Reference
Feed data Run inference Fetch result Handle confidence
ADDING THIS TO AN APP
ADDING THIS TO AN APP // convert to 3d array
(width / height / color)
ADDING THIS TO AN APP
ADDING THIS TO AN APP
ADDING THIS TO AN APP Shape of our input
ADDING THIS TO AN APP
ADDING THIS TO AN APP
ADDING THIS TO AN APP
ADDING THIS TO AN APP https://github.com/tensorflow/tensorflow
CONCLUSION