表示勉強会資料 Google Developer Group 京都

(1)

Google I/O 2017 Recap

ML (TensorFlow)

参照： https://www.businessinsider.jp/post-33811

#io17jp #kansai

(2)

Proprietary + Confidential

Masahiko Adachi / GDE ML

@adamrocker

Insert Photo

(3)

Source: Lorem ipsum dolor sit amet, consectetur adipiscing elit. Duis non erat sem

I/O ^行

(4)

17.24 ^秒

全 ₈₇ 資料 ₂₅ 分説明た場合

(5)

Agenda

1. TF ^関連 Session

2. Codelab ^解説

(6)

Day1: ^セッ ^ョン

Day2: 4 Session

Day3: 3 Session

Agenda

1. TF ^関連 Session

2. Codelab ^解説

全セッョン約 _{5% (7/150)}

(7)

● TensorFlow Frontiers

○ TF ^全般 ^話＋ TPU ^関 ^アナウン

● Effective TensorFlow for Non-Expert

○ High-level API Keras

● Open Source TensorFlow Model

○ ^公開さ ^い ^学習済 ^モ ^活用

● Using Google Cloud, TensorFlow, and the Google Assistant on Android Things

○ Android Things TF ^活用

Day2 ^セッ ^ョン

(8)

● Android meets TensorFlow: how to accelerate your app with AI

○ Android ^アプ TF ^組 ^込 ^＋ TensorFlow Lite

● From Research to Production with TensorFlow Serving

○ TensorFlow Serving

● Project Magenta: Music and Art with Machine Learning

○ Mangenta: Google Brain Music&Art ^へ ^取 ^組

Day3 ^セッ ^ョン

(9)

Day2: 4 Session

Agenda

1. TF ^関連 Session

2. Codelab ^解説

1. TensorFlow Frontiers

2. Effective TensorFlow for Non-Expert

3. Open Source TensorFlow Model

4. Using TensorFlow on Android Things

Day3: 3 Session

5. Android meets TensorFlow

6. TensorFlow Serving

7. Magenta Project

(10)

Agenda

1. TF ^関連 Session

2. Codelab ^解説

Day2: 4 Session

1. TensorFlow Frontiers

2. Effective TensorFlow for Non-Expert

3. Open Source TensorFlow Model

4. Using TensorFlow on Android Things

Day3: 3 Session

5. Android meets TensorFlow

6. TensorFlow Serving

7. Magenta Project

(11)

Day2/1. TensorFlow Frontiers

Cloud TPU

(12)

Day2/1. ^第一世代 TPU

(13)

Day2/1. ^第一世代 TPU

(14)

Day2/1. ^第二世代 TPU

(15)

展示さいた実物 _{Cloud TPU}

(16)

Day2/1. ^第二世代 TPU

(17)

Day2/1. TPU Pod

(18)

Day2/1. TPU Pod ^実力

(19)

Day2/1. Cloud TPU ^提供予定

(20)

Day2/1. Cloud TPU ^使い方

(21)

Day2/1. DEMO

(22)

Day2/1. GCE Cloud TPU ^関係

gRPC

(23)

Day2/1. ^外付け GPU ^たい ^感 … ^？

(24)

Day2/1. TPU ^対応 TF ^コンポ ^ネン

(25)

Day2/1. XLA (Accelerated Linear Algebra)

(26)

Day2/1. Estimator

(27)

Day2/1. Datasets

(28)

Day2/1. Alpha program

(29)

Agenda

1. TF ^関連 Session

2. Codelab ^解説

Day2: 4 Session

1. TensorFlow Frontiers

2. Effective TensorFlow for Non-Expert

3. Open Source TensorFlow Model

4. Using TensorFlow on Android Things

Day3: 3 Session

5. Android meets TensorFlow

6. TensorFlow Serving

7. Magenta Project

(30)

Day2/2. Effective TensorFlow for Non-Expert

High-level API

Keras

(31)

Day2/2. Effective TensorFlow for Non-Expert

(32)

Day2/2. High-level API

(33)

Day2/2. High-level API

(34)

Day2/2. Kears

(35)

Day2/2. ( ^例 )Toy Video-QA problem

(36)

Day2/2. Video QA Model

動画特徴ク化質問特徴ク化

答え分類

(37)

Day2/2.Transfer Learning

(38)

Day2/2. Video ^特徴 ^ク ^化 ^実装

(39)

Day2/2. Question ^特徴 ^ク ^化 ^実装

(40)

Day2/2. Video Question ^答え ^推論

(41)

Agenda

1. TF ^関連 Session

2. Codelab ^解説

Day2: 4 Session

1. TensorFlow Frontiers

2. Effective TensorFlow for Non-Expert

3. Open Source TensorFlow Model

4. Using TensorFlow on Android Things

Day3: 3 Session

5. Android meets TensorFlow

6. TensorFlow Serving

7. Magenta Project

(42)

Day2/3. Open Source TF Model

(43)

Day2/3. Vision API

(44)

Day2/3. InceptionV3 ^自分 ^作

(45)

Day2/3.

(46)

Day2/3. Natural Language API

(47)

Day2/3. SyntaxNet ^自分 ^作

(48)

Day2/3. SyntaxNet ^自分 ^作

(49)

Day2/3. SyntaxNet NLP ^結果

(50)

Agenda

1. TF ^関連 Session

2. Codelab ^解説

Day2: 4 Session

1. TensorFlow Frontiers

2. Effective TensorFlow for Non-Expert

3. Open Source TensorFlow Model

4. Using TensorFlow on Android Things

Day3: 3 Session

5. Android meets TensorFlow

6. TensorFlow Serving

7. Magenta Project

(51)

Day2/4. TensorFlow on Android Things

(52)

Day2/4. Android Things ^使え ^サ ^ビ

(53)

Day2/4. Demo

(54)

Day2/4. build.gradle

(55)

Day2/4. Android App

(56)

Agenda

1. TF ^関連 Session

2. Codelab ^解説

Day2: 4 Session

1. TensorFlow Frontiers

2. Effective TensorFlow for Non-Expert

3. Open Source TensorFlow Model

4. Using TensorFlow on Android Things

Day3: 3 Session

5. Android meets TensorFlow

6. TensorFlow Serving

7. Magenta Project

(57)

Day3/5. Android meets TensorFlow

(58)

Day3/5. Build...

(59)

Day3/5. JCenter TF ^登録さ ^た

(60)

Day3/5. Cocoapods iOS ^サポ

(61)

Day3/5. Android ^アプ ^実装

(62)

Day3/5. TensorFlow Lite

(63)

Agenda

1. TF ^関連 Session

2. Codelab ^解説

Day2: 4 Session

1. TensorFlow Frontiers

2. Effective TensorFlow for Non-Expert

3. Open Source TensorFlow Model

4. Using TensorFlow on Android Things

Day3: 3 Session

5. Android meets TensorFlow

6. TensorFlow Serving

7. Magenta Project

(64)

Day3/6. What is TensorFlow Serving

(65)

Day3/6. Used over 700 projects in Google

(66)

Day3/6. TF Serving as Binary

(67)

Day3/6. Multi Headed of Model

(68)

Day3/6. saved_model_cli

(69)

Agenda

1. TF ^関連 Session

2. Codelab ^解説

Day2: 4 Session

1. TensorFlow Frontiers

2. Effective TensorFlow for Non-Expert

3. Open Source TensorFlow Model

4. Using TensorFlow on Android Things

Day3: 3 Session

5. Android meets TensorFlow

6. TensorFlow Serving

7. Magenta Project

(70)

Day3/7. Magenta

(71)

Day3/7. Project : Sketch-RNN

(72)

Day3/7. RNN ^用いた AutoEncoder

(73)

Day3/7. Encode to Z, decode from Z

(74)

Day3/7. ( ^例 )Auto Draw

(75)

Day3/7. ( ^例 )Nine images

(76)

Day3/7. ^画像 ^足 ^引

(77)

Day3/7. Project : NSynth

(78)

Day3/7. Tenporal Autoencoder using WaveNet

(79)

Day3/7. Tenporal Autoencoder using WaveNet

(80)

Day3/7. Sound Maker

(81)

1: Artistic Style Transfer

2: TF for Poets

3: TF for Poets 2

Agenda

1. TF ^関連 Session

2. Codelab ^解説

https://codelabs.developers.google.com/?cat=TensorFlow

(82)

Codelab ^や ^う

3 ^全 Codelab TF on Android

https://codelabs.developers.google.com/codelabs/tensorflow-for-poets-2/index.html#0

(83)

Codelab: TF for Poets2 ^説明

(84)

Codelab: TF for Poets2 ^説明

(85)

Codelab: TF for Poets2 ^説明

(86)

Codelab: TF for Poets2 ^説明

(87)

Proprietary + Confidential

表示 勉強会 資料 Google Developer Group 京都

Google I/O 2017 Recap

ML (TensorFlow)

参照： https://www.businessinsider.jp/post-33811

#io17jp #kansai

Masahiko Adachi / GDE ML

@adamrocker

Insert Photo

I/O 行

17.24 秒

全 87 資料 25 分 説明 た場合

Agenda

1. TF 関連 Session

2. Codelab 解説

Day1: セッ ョン

Day2: 4 Session

Day3: 3 Session

Agenda

1. TF 関連 Session

2. Codelab 解説

全セッ ョン 約 5% (7/150)

● TensorFlow Frontiers

○ TF 全般 話＋ TPU 関 アナウン

● Effective TensorFlow for Non-Expert

○ High-level API Keras

● Open Source TensorFlow Model

○ 公開さ い 学習済 モ 活用

● Using Google Cloud, TensorFlow, and the Google Assistant on Android Things

○ Android Things TF 活用

Day2 セッ ョン

● Android meets TensorFlow: how to accelerate your app with AI

○ Android アプ TF 組 込 ＋ TensorFlow Lite

● From Research to Production with TensorFlow Serving

○ TensorFlow Serving

● Project Magenta: Music and Art with Machine Learning

○ Mangenta: Google Brain Music&Art へ 取 組

Day3 セッ ョン

Day2: 4 Session

Agenda

1. TF 関連 Session

2. Codelab 解説

1. TensorFlow Frontiers

2. Effective TensorFlow for Non-Expert

3. Open Source TensorFlow Model

4. Using TensorFlow on Android Things

Day3: 3 Session

5. Android meets TensorFlow

6. TensorFlow Serving

7. Magenta Project

Agenda

1. TF 関連 Session

2. Codelab 解説

Day2: 4 Session

1. TensorFlow Frontiers

2. Effective TensorFlow for Non-Expert

3. Open Source TensorFlow Model

4. Using TensorFlow on Android Things

Day3: 3 Session

5. Android meets TensorFlow

6. TensorFlow Serving

7. Magenta Project

Day2/1. TensorFlow Frontiers

Cloud TPU

Day2/1. 第一世代 TPU

Day2/1. 第一世代 TPU

Day2/1. 第二世代 TPU

展示さ いた実物 Cloud TPU

Day2/1. 第二世代 TPU

Day2/1. TPU Pod

Day2/1. TPU Pod 実力

Day2/1. Cloud TPU 提供予定

Day2/1. Cloud TPU 使い方

Day2/1. DEMO

Day2/1. GCE Cloud TPU 関係

gRPC

Day2/1. 外付け GPU たい 感 … ？

Day2/1. TPU 対応 TF コンポ ネン

Day2/1. XLA (Accelerated Linear Algebra)

Day2/1. Estimator

Day2/1. Datasets

表示勉強会資料 Google Developer Group 京都

I/O ^行

17.24 ^秒

全 ₈₇ 資料 ₂₅ 分説明た場合

1. TF ^関連 Session

2. Codelab ^解説

Day1: ^セッ ^ョン

1. TF ^関連 Session

2. Codelab ^解説

全セッョン約 _{5% (7/150)}

○ TF ^全般 ^話＋ TPU ^関 ^アナウン

○ ^公開さ ^い ^学習済 ^モ ^活用

○ Android Things TF ^活用

Day2 ^セッ ^ョン

○ Android ^アプ TF ^組 ^込 ^＋ TensorFlow Lite

○ Mangenta: Google Brain Music&Art ^へ ^取 ^組

Day3 ^セッ ^ョン

1. TF ^関連 Session

2. Codelab ^解説

1. TF ^関連 Session

2. Codelab ^解説

Day2/1. ^第一世代 TPU

Day2/1. ^第一世代 TPU

Day2/1. ^第二世代 TPU

展示さいた実物 _{Cloud TPU}

Day2/1. ^第二世代 TPU

Day2/1. TPU Pod ^実力

Day2/1. Cloud TPU ^提供予定

Day2/1. Cloud TPU ^使い方

Day2/1. GCE Cloud TPU ^関係

Day2/1. ^外付け GPU ^たい ^感 … ^？

Day2/1. TPU ^対応 TF ^コンポ ^ネン

1. TF ^関連 Session

2. Codelab ^解説

Day2/2. ( ^例 )Toy Video-QA problem

動画特徴ク化質問特徴ク化

答え分類

Day2/2. Video ^特徴 ^ク ^化 ^実装

Day2/2. Question ^特徴 ^ク ^化 ^実装

Day2/2. Video Question ^答え ^推論

1. TF ^関連 Session

2. Codelab ^解説

Day2/3. InceptionV3 ^自分 ^作

Day2/3. SyntaxNet ^自分 ^作

Day2/3. SyntaxNet ^自分 ^作

Day2/3. SyntaxNet NLP ^結果

1. TF ^関連 Session

2. Codelab ^解説

Day2/4. Android Things ^使え ^サ ^ビ

1. TF ^関連 Session

2. Codelab ^解説