人間が "認知する" 機能を Web API で利用できる Cognitive Services が登場して 1 年。画像や音声、言語の解析をはじめとする全 24 種類の ”人工知能パーツ” を手軽に、そして安価にご利用いただける現在、皆様のビジネス アイディアを実装するスピードが勝負となってきています。このセッションでは、Cognitive Services や マイクロソフトの AI 関連サービスの活用事例を交えながら、”AI の民主化" におけるサービス開発の "今" についてお伝えいたします。 関連リソース 1: Cognitive Services 入門 (3/22 Azure Webinar) https://doc.co/xrCf79 関連リソース 2: Microsoft Cognitive Services (サービス情報 Web サイト) https://www.microsoft.com/cognitive-services 製品/テクノロジ: AI (人工知能)/Cognitive Services/Deep Learning (深層学習)/Microsoft Azure 大森 彩子 日本マイクロソフト株式会社 デベロッパー エバンジェリズム統括本部 エバンジェリスト

3. Photo & Tweet OK ♥
#decode17 #AI03 #CognitiveServices

7. Is_dog
True
True
False
True
： ：

8. 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)

10. 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

11. ・・・・・
・・・・・
・・・・・
・・・・・
・・・・・

14. → MLの予測モデルを自作せずに結果だけ利用

17. Bing Web Search
Bing Autosuggest
Bing Image Search
Bing Video Search
Bing News Search
Search
Computer Vision
Emotion
Face
Video
Vision
Bing Speech
Custom Speech
Service
Speaker
Recognition
Translator
Speech
Bing Spell Check
Linguistic Analysis
Language
Understanding
Text Analytics
Web Language
Model
Language
Academic
Knowledge
Entity Linking
Knowledge
Exploration
Recommendations
Knowledge
microsoft.com/cognitive

18. Labs
Bing Web Search
Bing Autosuggest
Bing Image Search
Bing Video Search
Bing News Search
Bing Custom
Search
Search
Computer Vision
Emotion
Face
Video
Video Indexer
Custom Vision
Service
Vision
Bing Speech
Custom Speech
Service
Speaker
Recognition
Translator
Speech
Bing Spell Check
Linguistic Analysis
Language
Understanding
Text Analytics
Web Language
Model
Language
Academic
Knowledge
Entity Linking
Knowledge
Exploration
QnA Maker
Recommendations
Custom Decision
Service
Knowledge
microsoft.com/cognitive
Content
Moderator
Project Prague Nanjing Project Project Johannesburg
Project Cuzco Project Abu Dhabi Project Wollongong

19. Bing Web Search
Bing Autosuggest
Bing Image Search
Bing Video Search
Bing News Search
Bing Custom
Search
Search
Computer Vision
Emotion
Face
Video
Video Indexer
Custom Vision
Service
Vision
Bing Speech
Custom Speech
Service
Speaker
Recognition
Translator
Speech
Bing Spell Check
Linguistic Analysis
Language
Understanding
Text Analytics
Web Language
Model
Language
Academic
Knowledge
Entity Linking
Knowledge
Exploration
QnA Maker
Recommendations
Custom Decision
Service
Knowledge
Content
Moderator
Labs
Project Prague Nanjing Project Project Johannesburg
Project Cuzco Project Abu Dhabi Project Wollongongmicrosoft.com/cognitive

20. Labs
Bing Web Search
Bing Autosuggest
Bing Image Search
Bing Video Search
Bing News Search
Bing Custom
Search
Search
Computer Vision
Emotion
Face
Video
Video Indexer
Custom Vision
Service
Vision
Bing Speech
Custom Speech
Service
Speaker
Recognition
Translator
Speech
Bing Spell Check
Linguistic Analysis
Language
Understanding
Text Analytics
Web Language
Model
Language
Academic
Knowledge
Entity Linking
Knowledge
Exploration
QnA Maker
Recommendations
Custom Decision
Service
Knowledge
microsoft.com/cognitive
Content
Moderator
Project Prague Nanjing Project Project Johannesburg
Project Cuzco Project Abu Dhabi Project Wollongong
GA
New

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

23. 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;

25. Labs
Bing Web Search
Bing Autosuggest
Bing Image Search
Bing Video Search
Bing News Search
Bing Custom
Search
Search
Bing Speech
Custom Speech
Service
Speaker
Recognition
Translator
Speech
Bing Spell Check
Linguistic Analysis
Language
Understanding
Text Analytics
Web Language
Model
Language
Academic
Knowledge
Entity Linking
Knowledge
Exploration
QnA Maker
Recommendations
Custom Decision
Service
Knowledge
Project Prague Nanjing Project Project Johannesburg
Project Cuzco Project Abu Dhabi Project Wollongong
視覚
Computer Vision
Emotion
Face
Video
Video Indexer
Custom Vision
Service
Vision
Content
Moderator
microsoft.com/cognitive

26. 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 Gandhi
2 October 1869 — 30 January 1948
GA

27. [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

28. Demo
Custom Vision API
キリン株式会社 様
「ラテちゃんの部屋」

29. [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

30. Demo
Video Indexer API

32. Labs
Bing Web Search
Bing Autosuggest
Bing Image Search
Bing Video Search
Bing News Search
Bing Custom
Search
Search
Computer Vision
Emotion
Face
Video
Video Indexer
Custom Vision
Service
Vision
Translator
Bing Spell Check
Linguistic Analysis
Language
Understanding
Text Analytics
Web Language
Model
Language
Academic
Knowledge
Entity Linking
Knowledge
Exploration
QnA Maker
Recommendations
Custom Decision
Service
Knowledge
Content
Moderator
Project Prague Nanjing Project Project Johannesburg
Project Cuzco Project Abu Dhabi Project Wollongong
音声
microsoft.com/cognitive
Bing Speech
Custom Speech
Service
Speaker
Recognition
Speech

33. *ja-jp含む
*ja-jp含む
Speech Translation
=Speech Recognition＋Translation＋Text-to-Speech

34. Demo
Microsoft Translator App
https://translator.microsoft.com/

35. Labs
Bing Web Search
Bing Autosuggest
Bing Image Search
Bing Video Search
Bing News Search
Bing Custom
Search
Search
Computer Vision
Emotion
Face
Video
Video Indexer
Custom Vision
Service
Vision
Bing Speech
Custom Speech
Service
Speaker
Recognition
Speech
Academic
Knowledge
Entity Linking
Knowledge
Exploration
QnA Maker
Recommendations
Custom Decision
Service
Knowledge
Content
Moderator
Project Prague Nanjing Project Project Johannesburg
Project 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

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

37. Demo
Language Understanding
Intelligent Service (LUIS)

38. *ja-jp 含む
*ja-jp 含む
https://text-analytics-demo.azurewebsites.net/
SearchVision Speech Language Knowledge

39. Labs
Bing Web Search
Bing Autosuggest
Bing Image Search
Bing Video Search
Bing News Search
Bing Custom
Search
Search
Computer Vision
Emotion
Face
Video
Video Indexer
Custom Vision
Service
Vision
Bing Speech
Custom Speech
Service
Speaker
Recognition
Translator
Speech
Bing Spell Check
Linguistic Analysis
Language
Understanding
Text Analytics
Web Language
Model
Language
Content
Moderator
Project Prague Nanjing Project Project Johannesburg
Project Cuzco Project Abu Dhabi Project Wollongong
知識
microsoft.com/cognitive
Academic
Knowledge
Entity Linking
Knowledge
Exploration
QnA Maker
Recommendations
Custom Decision
Service
Knowledge

40. SearchVision Speech Language Knowledge

41. SearchVision Speech Language Knowledge

42. 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

43. Labs
Computer Vision
Emotion
Face
Video
Video Indexer
Custom Vision
Service
Vision
Bing Speech
Custom Speech
Service
Speaker
Recognition
Translator
Speech
Bing Spell Check
Linguistic Analysis
Language
Understanding
Text Analytics
Web Language
Model
Language
Academic
Knowledge
Entity Linking
Knowledge
Exploration
QnA Maker
Recommendations
Custom Decision
Service
Knowledge
Content
Moderator
Project Prague Nanjing Project Project Johannesburg
Project 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

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

45. Computer Vision
Emotion
Face
Video
Video Indexer
Custom Vision
Service
Vision
Bing Speech
Custom Speech
Service
Speaker
Recognition
Translator
Speech
Bing Spell Check
Linguistic Analysis
Language
Understanding
Text Analytics
Web Language
Model
Language
Academic
Knowledge
Entity Linking
Knowledge
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
Labs
Project Prague Nanjing Project Project Johannesburg
Project Cuzco Project Abu Dhabi Project Wollongongmicrosoft.com/cognitive

46. https://aka.ms/gestures
[Check&Try] https://labs.cognitive.microsoft.com/
https://labs.cognitive.microsoft.com
/en-us/project-johannesburg

47. 学習済み
モデル利用
学習モデル
作成

49. 株式会社Cerevo 様

52. 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

53. 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

55. 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

56. Web
チャットエンドユーザー
チャット制御
質問特定
（LUIS）
A
Q
質問検索
F F
会話履歴 QA
A
Q
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 2
3
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

58. サービス検証
プロトタイプ開発
de:code 2017
code 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

59. 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

61. 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

62. 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

64. #早く面白いことやったヤツが優勝

69. 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 A
KEY

70. 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

72. [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)

74. © 2017 Microsoft Corporation. All rights reserved.
本情報の内容（添付文書、リンク先などを含む）は、作成日時点でのものであり、予告なく変更される場合があります。