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
470
Learning to play the guitar with Actions on Google
hitherejoe
0
130
For Optimists, our UI is pretty Pessimistic
hitherejoe
4
2.8k
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
Jaws-ug名古屋_LT資料_20250829
azoo2024
3
210
iPhone Eye Tracking機能から学ぶやさしいアクセシビリティ
fujiyamaorange
0
200
250905 大吉祥寺.pm 2025 前夜祭 「プログラミングに出会って20年、『今』が1番楽しい」
msykd
PRO
1
210
実践AIガバナンス
asei
3
290
進捗
ydah
2
230
Grafana Meetup Japan Vol. 6
kaedemalu
1
200
なぜスクラムはこうなったのか?歴史が教えてくれたこと/Shall we explore the roots of Scrum
sanogemaru
0
110
実運用で考える PGO
kworkdev
PRO
0
130
まだ間に合う! StrandsとBedrock AgentCoreでAIエージェント構築に入門しよう
minorun365
PRO
11
720
カミナシ社の『ID管理基盤』製品内製 - その意思決定背景と2年間の進化 #AWSUnicornDay / Kaminashi ID - The Big Whys
kaminashi
3
720
TypeScript入門
recruitengineers
PRO
35
11k
サンドボックス技術でAI利活用を促進する
koh_naga
0
150
Featured
See All Featured
Dealing with People You Can't Stand - Big Design 2015
cassininazir
367
27k
Mobile First: as difficult as doing things right
swwweet
224
9.9k
How to Create Impact in a Changing Tech Landscape [PerfNow 2023]
tammyeverts
53
2.9k
Gamification - CAS2011
davidbonilla
81
5.4k
Speed Design
sergeychernyshev
32
1.1k
Visualizing Your Data: Incorporating Mongo into Loggly Infrastructure
mongodb
48
9.7k
Chrome DevTools: State of the Union 2024 - Debugging React & Beyond
addyosmani
7
830
The MySQL Ecosystem @ GitHub 2015
samlambert
251
13k
Scaling GitHub
holman
463
140k
Product Roadmaps are Hard
iamctodd
PRO
54
11k
YesSQL, Process and Tooling at Scale
rocio
173
14k
XXLCSS - How to scale CSS and keep your sanity
sugarenia
248
1.3M
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