[db analytics showcase Sapporo 2017] MicrosoftのAIテクノロジーを活用しよう ～インテリジェントAPIからディープ ラーニング フレームワークまで～
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https://satonaoki.wordpress.com/2017/07/04/db-analytics-showcase-sapporo/ http://www.db-tech-showcase.com/dbts/analytics db analytics showcase Sapporo 2017 (2017/06/30-07/01) http://www.db-tech-showcase.com/dbts/analytics MicrosoftのAIテクノロジーを活用しよう ～インテリジェントAPIからディープ ラーニング フレームワークまで～ Microsoftは、AI (人工知能) に関連する幅広いテクノロジやサービスを提供しています。 本セッションでは、画像処理、音声認識、自然言語処理などに活用できるAPIやサービスを提供している「Microsoft Cognitive Services」、ディープ ラーニング フレームワーク「Microsoft Cognitive Toolkit」(CNTK) を中心に、AIを活用したアプリケーション開発に役立つ情報をお伝えします。
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[db analytics showcase Sapporo 2017] MicrosoftのAIテクノロジーを活用しよう ～インテリジェントAPIからディープ ラーニング フレームワークまで～
- 9. 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
- 17. BingWeb Search BingAutosuggest BingImageSearch BingVideoSearch BingNewsSearch Search ComputerVision Emotion Face Video Vision BingSpeech CustomSpeech Service Speaker Recognition Translator Speech BingSpell Check Linguistic Analysis Language Understanding TextAnalytics Web Language Model Language Academic Knowledge EntityLinking Knowledge Exploration Recommendations Knowledge microsoft.com/cognitive
- 18. Labs BingWeb Search BingAutosuggest BingImageSearch BingVideoSearch BingNewsSearch BingCustom Search Search ComputerVision Emotion Face Video VideoIndexer CustomVision Service Vision BingSpeech CustomSpeech Service Speaker Recognition Translator Speech BingSpell Check Linguistic Analysis Language Understanding TextAnalytics Web Language Model Language Academic Knowledge EntityLinking Knowledge Exploration QnAMaker Recommendations CustomDecision Service Knowledge microsoft.com/cognitive Content Moderator Project Prague NanjingProject Project Johannesburg Project Cuzco Project Abu Dhabi Project Wollongong
- 19. BingWeb Search BingAutosuggest BingImageSearch BingVideoSearch BingNewsSearch BingCustom Search Search ComputerVision Emotion Face Video VideoIndexer CustomVision Service Vision BingSpeech CustomSpeech Service Speaker Recognition Translator Speech BingSpell Check Linguistic Analysis Language Understanding TextAnalytics Web Language Model Language Academic Knowledge EntityLinking Knowledge Exploration QnAMaker Recommendations CustomDecision Service Knowledge Content Moderator Labs Project Prague NanjingProject Project Johannesburg Project Cuzco Project Abu Dhabi Project Wollongongmicrosoft.com/cognitive
- 20. Labs BingWeb Search BingAutosuggest BingImageSearch BingVideoSearch BingNewsSearch BingCustom Search Search ComputerVision Emotion Face Video VideoIndexer CustomVision Service Vision BingSpeech CustomSpeech Service Speaker Recognition Translator Speech BingSpell Check Linguistic Analysis Language Understanding TextAnalytics Web Language Model Language Academic Knowledge EntityLinking Knowledge Exploration QnAMaker Recommendations CustomDecision Service Knowledge microsoft.com/cognitive Content Moderator Project Prague NanjingProject Project Johannesburg Project Cuzco Project Abu Dhabi Project Wollongong GA New
- 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 BingWeb Search BingAutosuggest BingImageSearch BingVideoSearch BingNewsSearch BingCustom Search Search BingSpeech CustomSpeech Service Speaker Recognition Translator Speech BingSpell Check Linguistic Analysis Language Understanding TextAnalytics Web Language Model Language Academic Knowledge EntityLinking Knowledge Exploration QnAMaker Recommendations CustomDecision Service Knowledge Project Prague NanjingProject Project Johannesburg Project Cuzco Project Abu Dhabi Project Wollongong 視覚 ComputerVision Emotion Face Video VideoIndexer CustomVision 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
- 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
- 32. Labs BingWeb Search BingAutosuggest BingImageSearch BingVideoSearch BingNewsSearch BingCustom Search Search ComputerVision Emotion Face Video VideoIndexer CustomVision Service Vision Translator BingSpell Check Linguistic Analysis Language Understanding TextAnalytics Web Language Model Language Academic Knowledge EntityLinking Knowledge Exploration QnAMaker Recommendations CustomDecision Service Knowledge Content Moderator Project Prague NanjingProject Project Johannesburg Project Cuzco Project Abu Dhabi Project Wollongong 音声 microsoft.com/cognitive BingSpeech CustomSpeech Service Speaker Recognition Speech
- 34. Labs BingWeb Search BingAutosuggest BingImageSearch BingVideoSearch BingNewsSearch BingCustom Search Search ComputerVision Emotion Face Video VideoIndexer CustomVision Service Vision BingSpeech CustomSpeech Service Speaker Recognition Speech Academic Knowledge EntityLinking Knowledge Exploration QnAMaker Recommendations CustomDecision Service Knowledge Content Moderator Project Prague NanjingProject Project Johannesburg Project Cuzco Project Abu Dhabi Project Wollongong 言語 microsoft.com/cognitive Translator BingSpell Check Linguistic Analysis Language Understanding TextAnalytics Web Language Model Language
- 35. SearchVision Speech Language Knowledge [Document] https://docs.microsoft.com/en-us/azure/cognitive-services/luis/home [Check&Try] https://www.luis.ai/
- 36. *ja-jp 含む *ja-jp 含む https://text-analytics-demo.azurewebsites.net/ SearchVision Speech Language Knowledge
- 37. Labs BingWeb Search BingAutosuggest BingImageSearch BingVideoSearch BingNewsSearch BingCustom Search Search ComputerVision Emotion Face Video VideoIndexer CustomVision Service Vision BingSpeech CustomSpeech Service Speaker Recognition Translator Speech BingSpell Check Linguistic Analysis Language Understanding TextAnalytics Web Language Model Language Content Moderator Project Prague NanjingProject Project Johannesburg Project Cuzco Project Abu Dhabi Project Wollongong 知識 microsoft.com/cognitive Academic Knowledge EntityLinking Knowledge Exploration QnAMaker Recommendations CustomDecision Service Knowledge
- 38. SearchVision Speech Language Knowledge
- 39. SearchVision Speech Language Knowledge
- 40. 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
- 41. Labs ComputerVision Emotion Face Video VideoIndexer CustomVision Service Vision BingSpeech CustomSpeech Service Speaker Recognition Translator Speech BingSpell Check Linguistic Analysis Language Understanding TextAnalytics Web Language Model Language Academic Knowledge EntityLinking Knowledge Exploration QnAMaker Recommendations CustomDecision Service Knowledge Content Moderator Project Prague NanjingProject Project Johannesburg Project Cuzco Project Abu Dhabi Project Wollongong 検索 BingWeb Search BingAutosuggest BingImageSearch BingVideoSearch BingNewsSearch BingCustom Search Search microsoft.com/cognitive
- 42. SearchVision Speech Language Knowledge [Document] https://docs.microsoft.com/ja-jp/azure/cognitive-services/bing-custom- search/overview [Check&Try] https://customsearch.ai/ New
- 43. ComputerVision Emotion Face Video VideoIndexer CustomVision Service Vision BingSpeech CustomSpeech Service Speaker Recognition Translator Speech BingSpell Check Linguistic Analysis Language Understanding TextAnalytics Web Language Model Language Academic Knowledge EntityLinking Knowledge Exploration QnAMaker Recommendations CustomDecision Service Knowledge Content Moderator BingWeb Search BingAutosuggest BingImageSearch BingVideoSearch BingNewsSearch BingCustom Search Search Labs Project Prague NanjingProject Project Johannesburg Project Cuzco Project Abu Dhabi Project Wollongongmicrosoft.com/cognitive
- 49. 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
- 51. 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
- 52. 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
- 54. 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
- 55. 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
- 57. 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. • Python, C++, BrainScript • 学習済みモデルは C#、Java で動かすことも可能 • MIT や Stanford 等の様々な研究者と共同作業で開発中 • 2017年6月、バージョン2.0がGA (正式リリース) に
- 64. Caffe CNTK MxNet TensorFlow FCN5 (1024) 55.3ms 51.0ms 60.4ms 62.0ms AlexNet (256) 36.8ms 27.2ms 29.0ms 104.0ms ResNet (32) 144.0ms 81.5ms 84.5ms 181.4ms LSTM (256) (v7 benchmark) - 43.6ms (44.9ms) 288.1ms (284.9ms) - (223.5ms) http://dlbench.comp.hkbu.edu.hk/ Benchmarking by HKBU, Version 8 2017年4月時点
- 71. IMAGE NET 2012年
- 73. AlexNet, 8 layers (ImageNet 2012)
- 74. Very VGG, 19 layers (ImageNet 2014)
- 86. モデル
- 89. Convolution, Pooling Layerを含む Neural Network
- 92. 学習
- 93. https://aka.ms/cntk-setup CPU GPU 簡単! 検証用には OK ! パフォーマンスはこちら! 面倒くさい環境構築…
- 95. Azure N シリーズ GPU インスタンス 2 種類の NVIDIA GPUを搭載 サイズ コア 数 メモリ Disk RDMA GPU NV6 6 56 GB 380 GB - M60 ×1 NV12 12 112 GB 680 GB - M60 ×2 NV24 24 224 GB 1.5 TB - M60 ×4 NC6 6 56 GB 340 GB - K80 ×1 NC12 12 112 GB 680 GB - K80 ×2 NC24 24 224 GB 1.5 TB - K80 ×4 NC24r 24 224 GB 1.5 TB InfiniBand K80 ×4 Visualization の NV 系 Compute の NC 系 Deep Learning はこちら
- 96. Kepler Maxwell Pascal Volta GeForceゲーミング Quadro プロフェッショナル グラフィックス Tesla HPC & Cloud M60 M6 M4 M40 P6000 GTX 1080 M6000M5000K6000K5000 GTX 980GTX 780 HPC 用 GRID 用 K80K40K20 P100 K2 K520 P40P4DL 用 M10 P5000 K1
- 102. Cognitive Toolkit ドキュメント、チュートリアル、モデル ギャラリー、ブログなど… http://cntk.ai/ https://github.com/Microsoft/CNTK Azure Notebooks https://notebooks.azure.com/cntk/libraries/tutorials Microsoft Cognitive Toolkit (CNTK) Japan Community http://aka.ms/cntkjapan
- 103. © 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。