Photo & Tweet OK ♥#decode17 #AI03 #CognitiveServices

Is_dog

True

True

False

True

： ：

Step1: 予測モデルの構築コンピューターを用いてデータを統計学的な分析手法に則って解析。データに含まれる潜在的なルール,相関関係,特徴を見出す(=モデル化)

東京大学 特任准教授松尾 豊 氏 による AI 発展の系譜

総務省「AIネットワーク社会推進会議」資料

・・・・・

・・・・・

・・・・・

・・・・・

・・・・・

→ MLの予測モデルを自作せずに結果だけ利用

Bing Web Search

Bing Autosuggest

Bing Image Search

Bing Video Search

Bing News Search

SearchComputer Vision

Emotion

Face

Video

VisionBing Speech

Custom Speech ServiceSpeaker

Recognition

Translator

SpeechBing Spell Check

Linguistic Analysis

Language Understanding

Text Analytics

Web Language Model

LanguageAcademic

KnowledgeEntity LinkingKnowledge Exploration

Recommendations

Knowledge

microsoft.com/cognitive

Labs

Bing Web Search

Bing Autosuggest

Bing Image Search

Bing Video Search

Bing News Search

Bing Custom Search

SearchComputer Vision

Emotion

Face

Video

Video Indexer

Custom Vision Service

VisionBing Speech

Custom Speech ServiceSpeaker

Recognition

Translator

SpeechBing Spell Check

Linguistic Analysis

Language Understanding

Text Analytics

Web Language Model

LanguageAcademic

KnowledgeEntity LinkingKnowledge Exploration

QnA Maker

Recommendations

Custom Decision Service

Knowledge

microsoft.com/cognitive

Content Moderator

Project Prague Nanjing Project Project JohannesburgProject Cuzco Project Abu Dhabi Project Wollongong

Bing Web Search

Bing Autosuggest

Bing Image Search

Bing Video Search

Bing News Search

Bing Custom Search

SearchComputer Vision

Emotion

Face

Video

Video Indexer

Custom Vision Service

VisionBing Speech

Custom Speech ServiceSpeaker

Recognition

Translator

SpeechBing Spell Check

Linguistic Analysis

Language Understanding

Text Analytics

Web Language Model

LanguageAcademic

KnowledgeEntity LinkingKnowledge Exploration

QnA Maker

Recommendations

Custom Decision Service

Knowledge

Content Moderator

LabsProject Prague Nanjing Project Project JohannesburgProject Cuzco Project Abu Dhabi Project Wollongongmicrosoft.com/cognitive

Labs

Bing Web Search

Bing Autosuggest

Bing Image Search

Bing Video Search

Bing News Search

Bing Custom Search

SearchComputer Vision

Emotion

Face

Video

Video Indexer

Custom Vision Service

VisionBing Speech

Custom Speech ServiceSpeaker

Recognition

Translator

SpeechBing Spell Check

Linguistic Analysis

Language Understanding

Text Analytics

Web Language Model

LanguageAcademic

KnowledgeEntity LinkingKnowledge Exploration

QnA Maker

Recommendations

Custom Decision Service

Knowledge

microsoft.com/cognitive

Content Moderator

Project Prague Nanjing Project Project JohannesburgProject Cuzco Project Abu Dhabi Project Wollongong

GANew

https://westus.api.cognitive.microsoft.com/emotion/v1.0/recognize

using Microsoft.ProjectOxford.Emotion;using Microsoft.ProjectOxford.Emotion.Contract;

string subkey = "YOUR_SUBSCRIPTION_KEY";var eClient = new EmotionServiceClient(subkey);Emotion[] eResult = await eClient.RecognizeAsync(url);

float score = eResult[0].Scores.Happiness;

Labs

Bing Web Search

Bing Autosuggest

Bing Image Search

Bing Video Search

Bing News Search

Bing Custom Search

SearchBing Speech

Custom Speech ServiceSpeaker

Recognition

Translator

SpeechBing Spell Check

Linguistic Analysis

Language Understanding

Text Analytics

Web Language Model

LanguageAcademic

KnowledgeEntity LinkingKnowledge Exploration

QnA Maker

Recommendations

Custom Decision Service

Knowledge

Project Prague Nanjing Project Project JohannesburgProject Cuzco Project Abu Dhabi Project Wollongong

視覚

Computer Vision

Emotion

Face

Video

Video Indexer

Custom Vision Service

Vision

Content Moderator

microsoft.com/cognitive

SearchVision Speech Language Knowledge

Categories [ { "Name": "people_swimming", "Score": 0.98046875 } ]

Faces[ { "Age": 36, "Gender": "Male", "FaceRectangle": { "Top": 133, "Left": 298, "Width": 121, "Height": 121 } } ]

Dominant color background ■"White"

Dominant color foreground ■"Grey"

Accent Color ■#19A4B2

Where there is love there is life.Mahatma Gandhi2 October 1869 — 30 January 1948

GA

[Document] https://docs.microsoft.com/ja-jp/azure/cognitive-services/custom-vision-service/home[Check&Try] https://www.customvision.ai/

SearchVision Speech Language Knowledge

New

DemoCustom Vision APIキリン株式会社 様「ラテちゃんの部屋」

[Document] https://docs.microsoft.com/ja-jp/azure/cognitive-services/video-indexer/video-indexer-overview[Check&Try] https://www.videoindexer.ai/

SearchVision Speech Language Knowledge

New

DemoVideo Indexer API

Labs

Bing Web Search

Bing Autosuggest

Bing Image Search

Bing Video Search

Bing News Search

Bing Custom Search

SearchComputer Vision

Emotion

Face

Video

Video Indexer

Custom Vision Service

Vision

Translator

Bing Spell Check

Linguistic Analysis

Language Understanding

Text Analytics

Web Language Model

LanguageAcademic

KnowledgeEntity LinkingKnowledge Exploration

QnA Maker

Recommendations

Custom Decision Service

Knowledge

Content Moderator

Project Prague Nanjing Project Project JohannesburgProject Cuzco Project Abu Dhabi Project Wollongong

音声

microsoft.com/cognitive

Bing SpeechCustom Speech

ServiceSpeaker

Recognition

Speech

*ja-jp含む

*ja-jp含む

Speech Translation=Speech Recognition＋Translation＋Text-to-Speech

DemoMicrosoft Translator Apphttps://translator.microsoft.com/

Labs

Bing Web Search

Bing Autosuggest

Bing Image Search

Bing Video Search

Bing News Search

Bing Custom Search

SearchComputer Vision

Emotion

Face

Video

Video Indexer

Custom Vision Service

VisionBing Speech

Custom Speech ServiceSpeaker

Recognition

SpeechAcademic

KnowledgeEntity LinkingKnowledge Exploration

QnA Maker

Recommendations

Custom Decision Service

Knowledge

Content Moderator

Project Prague Nanjing Project Project JohannesburgProject Cuzco Project Abu Dhabi Project Wollongong

言語

microsoft.com/cognitive

Translator

Bing Spell Check

Linguistic Analysis

Language Understanding

Text Analytics

Web Language Model

Language

SearchVision Speech Language Knowledge

[Document] https://docs.microsoft.com/en-us/azure/cognitive-services/luis/home[Check&Try] https://www.luis.ai/

DemoLanguage Understanding Intelligent Service (LUIS)

*ja-jp 含む*ja-jp 含む

https://text-analytics-demo.azurewebsites.net/

SearchVision Speech Language Knowledge

Labs

Bing Web Search

Bing Autosuggest

Bing Image Search

Bing Video Search

Bing News Search

Bing Custom Search

SearchComputer Vision

Emotion

Face

Video

Video Indexer

Custom Vision Service

VisionBing Speech

Custom Speech ServiceSpeaker

Recognition

Translator

SpeechBing Spell Check

Linguistic Analysis

Language Understanding

Text Analytics

Web Language Model

Language

Content Moderator

Project Prague Nanjing Project Project JohannesburgProject Cuzco Project Abu Dhabi Project Wollongong

知識

microsoft.com/cognitive

AcademicKnowledge

Entity LinkingKnowledge Exploration

QnA Maker

Recommendations

Custom Decision Service

Knowledge

SearchVision Speech Language Knowledge

SearchVision Speech Language Knowledge

SearchVision Speech Language Knowledge

[Document] https://docs.microsoft.com/ja-jp/azure/cognitive-services/custom-decision-service/custom-decision-service-overview[Check&Try] http://ds.microsoft.com/

New

Labs

Computer Vision

Emotion

Face

Video

Video Indexer

Custom Vision Service

VisionBing Speech

Custom Speech ServiceSpeaker

Recognition

Translator

SpeechBing Spell Check

Linguistic Analysis

Language Understanding

Text Analytics

Web Language Model

LanguageAcademic

KnowledgeEntity LinkingKnowledge Exploration

QnA Maker

Recommendations

Custom Decision Service

Knowledge

Content Moderator

Project Prague Nanjing Project Project JohannesburgProject Cuzco Project Abu Dhabi Project Wollongong

検索

Bing Web Search

Bing Autosuggest

Bing Image Search

Bing Video Search

Bing News Search

Bing Custom Search

Search

microsoft.com/cognitive

SearchVision Speech Language Knowledge

[Document] https://docs.microsoft.com/ja-jp/azure/cognitive-services/bing-custom-search/overview[Check&Try] https://customsearch.ai/

New

Computer Vision

Emotion

Face

Video

Video Indexer

Custom Vision Service

VisionBing Speech

Custom Speech ServiceSpeaker

Recognition

Translator

SpeechBing Spell Check

Linguistic Analysis

Language Understanding

Text Analytics

Web Language Model

LanguageAcademic

KnowledgeEntity LinkingKnowledge Exploration

QnA Maker

Recommendations

Custom Decision Service

Knowledge

Content Moderator

Bing Web Search

Bing Autosuggest

Bing Image Search

Bing Video Search

Bing News Search

Bing Custom Search

Search

LabsProject Prague Nanjing Project Project JohannesburgProject Cuzco Project Abu Dhabi Project Wollongongmicrosoft.com/cognitive

https://aka.ms/gestures

[Check&Try] https://labs.cognitive.microsoft.com/

https://labs.cognitive.microsoft.com/en-us/project-johannesburg

学習済みモデル利用

学習モデル作成

株式会社Cerevo 様

ハッカソン開発(2days)

投資 業界 業務シナリオ販促 生産性

流通&小売 営業&販売品質 新製品

サービス検証プロトタイプ開発

投資 業界 業務シナリオ販促 生産性

流通&小売 広報&マーケ品質 新製品

投資 業界 業務シナリオ販促 生産性

運輸 社内 IT品質 新製品

Webチャットエンドユーザー

チャット制御 質問特定（LUIS）

AQ

質問検索

F F

会話履歴 QA

AQ

F 特定？

Q

Y

N

A

追加学習

（Azure Search）

FAQ自動応答システム

複数チャットを特定応答

1 23

4

56

7 8

9

Q:質問A:回答F:フィードバック

１Intent－１Question

サービス実現性の検証を実施予定(2017年7月～)

投資 業界 業務シナリオ販促 生産性

流通&小売 営業&販売品質 新製品

サービス検証プロトタイプ開発

de:code 2017code your future

投資 業界 業務シナリオ販促 生産性

流通&小売 営業&販売品質 新製品

投資 業界 業務シナリオ販促 生産性

流通&小売 営業&販売品質 新製品

投資 業界 業務シナリオ販促 生産性

流通&小売 営業&販売品質 新製品

ハッカソン開発(2days)

投資 業界 業務シナリオ販促 生産性

教育 企画開発品質 新製品

LUIS（自然語分析）

Speech to Text Text to Speech

Emotion API

こども

親

#早く面白いことやったヤツが優勝

簡単 フレキシブル 実績

数行のコードを追加するだけ

Web API でアクセス

開発言語やプラットフォームを

問わず利用可能

マイクロソフトのあらゆる分野の

テクノロジー開発から誕生

GET AKEY

microsoft.com/cognitive

https://docs.microsoft.com/ja-jp/azure/cognitive-services/

https://github.com/Microsoft?q=cognitive

https://westus.dev.cognitive.microsoft.com/docs/services/https://dev.cognitive.microsoft.com/docs/services/

https://docs.com/cogbot/9675/cognitive-services

[次回勉強会]2017/06/16(金) @日本マイクロソフト セミナールーム(品川)

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