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[AI03] AI × 導入の速さを武器に。 ” 人工知能パーツ ” Cognitive Services の使いどころ

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

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[AI03] AI × 導入の速さを武器に。 ” 人工知能パーツ ” Cognitive Services の使いどころ

  1. 1. Photo & Tweet OK ♥ #decode17 #AI03 #CognitiveServices
  2. 2. Is_dog True True False True : :
  3. 3. 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)
  4. 4. 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
  5. 5. ・・・・・ ・・・・・ ・・・・・ ・・・・・ ・・・・・
  6. 6. → MLの予測モデルを自作せずに結果だけ利用
  7. 7. 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
  8. 8. 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
  9. 9. 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
  10. 10. 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
  11. 11. https://westus.api.cognitive. microsoft.com/emotion/v1.0/recognize
  12. 12. 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;
  13. 13. 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
  14. 14. 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
  15. 15. [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
  16. 16. Demo Custom Vision API キリン株式会社 様 「ラテちゃんの部屋」
  17. 17. [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
  18. 18. Demo Video Indexer API
  19. 19. 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
  20. 20. *ja-jp含む *ja-jp含む Speech Translation =Speech Recognition+Translation+Text-to-Speech
  21. 21. Demo Microsoft Translator App https://translator.microsoft.com/
  22. 22. 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
  23. 23. SearchVision Speech Language Knowledge [Document] https://docs.microsoft.com/en-us/azure/cognitive-services/luis/home [Check&Try] https://www.luis.ai/
  24. 24. Demo Language Understanding Intelligent Service (LUIS)
  25. 25. *ja-jp 含む *ja-jp 含む https://text-analytics-demo.azurewebsites.net/ SearchVision Speech Language Knowledge
  26. 26. 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
  27. 27. SearchVision Speech Language Knowledge
  28. 28. SearchVision Speech Language Knowledge
  29. 29. 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
  30. 30. 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
  31. 31. SearchVision Speech Language Knowledge [Document] https://docs.microsoft.com/ja-jp/azure/cognitive-services/bing-custom- search/overview [Check&Try] https://customsearch.ai/ New
  32. 32. 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
  33. 33. https://aka.ms/gestures [Check&Try] https://labs.cognitive.microsoft.com/ https://labs.cognitive.microsoft.com /en-us/project-johannesburg
  34. 34. 学習済み モデル利用 学習モデル 作成
  35. 35. 株式会社Cerevo 様
  36. 36. 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
  37. 37. 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
  38. 38. 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
  39. 39. 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
  40. 40. 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
  41. 41. 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
  42. 42. 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
  43. 43. 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
  44. 44. #早く面白いことやったヤツが優勝
  45. 45. 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
  46. 46. 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
  47. 47. [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)
  48. 48. © 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。

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