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Microsoft AI Overview at AI NEXT Conference

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AI NEXT Conference 2017 Seattle Keynote by Xuedong Huang
Video: https://www.youtube.com/channel/UCj09XsAWj-RF9kY4UvBJh_A

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Microsoft AI Overview at AI NEXT Conference

  1. 1. Dr. Xuedong Huang Technical Fellow Microsoft Artificial Intelligence & Research
  2. 2. The Intelligence wave will be more powerful
  3. 3. Microsoft AI Agent Applications Services Infrastructure For every person and every organization DRJNHYDRJNHY
  4. 4. 1x1 conv, 64 3x3 conv, 64 1x1 conv, 256 1x1 conv, 64 3x3 conv, 64 1x1 conv, 256 1x1 conv, 64 3x3 conv, 64 1x1 conv, 256 1x2 conv, 128, /2 3x3 conv, 128 1x1 conv, 512 1x1 conv, 128 3x3 conv, 128 1x1 conv, 512 1x1 conv, 128 3x3 conv, 128 1x1 conv, 512 1x1 conv, 128 3x3 conv, 128 1x1 conv, 512 1x1 conv, 128 3x3 conv, 128 1x1 conv, 512 1x1 conv, 128 3x3 conv, 128 1x1 conv, 512 1x1 conv, 128 3x3 conv, 128 1x1 conv, 512 1x1 conv, 128 3x3 conv, 128 1x1 conv, 512 7x7 conv, 64, /2, pool/2
  5. 5. Single CNN does remarkably well Parity with professional transcribers Best previous number: IBM Watson
  6. 6. Deletions Insertions Both people and machines insert “I” and “and” a lot.
  7. 7. Customer Service and Support Make Customer Service Bots more human and Live Agents more productive with Enterprise level AI. Frictionless human-like conversations Seamless integration that enables contextual dialogue Intelligence built on deep reinforcement learning I am having trouble setting up a new projector with my laptop
  8. 8. Premise: • More successful self-help interactions • Higher CSAT • Less Transfers by Agents Premise: • Lower MPI; agents can help customers quicker • Higher CSAT; customers more satisfied with quicker answer, higher resolution rate • Train & improve the engine
  9. 9. Bot Framework Your bots – wherever your users are talking. Build and connect intelligent bots to interact with your users naturally wherever they are, from text/SMS to Skype, Slack, Messenger, Office 365 mail and other popular services.
  10. 10. Language Speech Search Machine Learning Knowledge Vision Spell check Speech API Entity linking Recommendation API Bing autosuggest Computer vision Emotion Forecasting Text to speech Thumbnail generation Anomaly detection Custom recognition (CRIS) Bing image search Web language model Customer feedback analysis Academic knowledge OCR, tagging, captioning Sentiment scoring Bing news search Bing web search Text analytics Cognitive Services APIs
  11. 11. Intro To CNTK: notebooks.azure.com/library/cntkbeta2
  12. 12. InfoWorld Scorecard Models and algorithms (25%) Ease of development (25%) Documentatio n (20%) Performance (20%) Ease of deployment (10%) Overall Score (100%) Caffe 1.0 RC3 8 8 7 9 8 8.0 Microsoft Cognitive Toolkit v2.0 Beta 1 8 9 8 10 9 8.8 MXNet v0.7 8 8 7 10 8 8.2 Scikit-learn 0.18.1 9 9 9 8 9 8.8 Spark MLlib 2.01 9 8 8 9 8 8.5 TensorFlow r0.10 9 8 9 10 8 8.9
  13. 13. Azure AI Supercomputer
  14. 14. Agent Applications Services Infrastructure Microsoft AI Portfolio Cortana XiaoIce Toronto Office 365 Dynamics 365 SwiftKey Pix Bot Framework Cognitive Services Cortana Intelligence Cognitive Toolkit Azure Machine Learning Azure N Series FPGA People
  15. 15. SpeechVision Language SearchKnowledge

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