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[第43回 Machine Learning 15minutes! × 2] Azure AI Updates

[第43回 Machine Learning 15minutes! × 2] Azure AI Updates

[第43回 Machine Learning 15minutes! × 2] Azure AI Updates

https://satonaoki.wordpress.com/2020/01/27/ml15min-azure-ai-updates/

第43回 Machine Learning 15minutes! × 2 (2020/01/25)

https://machine-learning15minutes.connpass.com/event/154965/

SATO Naoki (Neo)

January 25, 2020
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  1. [Machine Learning 15minutes! x 2 #43] Azure AI Updates

  2. 90% reduced time from documents to insights $300K Cost savings

    per day 40x More insurance cases reviewed 200K Customers interacting with chatbots +20% Increase in customer satisfaction +32% Increase in sales
  3. 20,000+ 85%

  4. None
  5. MSR Beijing MSR Cambridge MSR Redmond MSR Montreal MSR New

    England MSR New York Fueled by Microsoft breakthrough research 96% on RESNET vision test 94.9% on Switchboard test 89.4% on Stanford CoQA test 69.9% with MT Research system 39.5 Teraflops with Intel Stratix 10 MSR India MSR Shanghai Machine translation human parity Object detection human parity Switchboar d Switchbo ard cellular Meeting speech IBM Switchboard Broadcast speech Speech recognition human parity Conversational Q&A human parity First FPGA deployed in a datacenter
  6. 435K Ad Insight recommendations daily 1B PowerPoint Designer slides used

    Tested at scale in Microsoft solutions 80M Personalized experiences delivered daily Machine translation human parity Object detection human parity Switchboard Switchboard cellular Meeting speech IBM Switchboard Broadcast speech Speech recognition human parity Conversational Q&A human parity First FPGA deployed in a datacenter
  7. AI apps & agents Knowledge mining Machine learning

  8. AI apps & agents Knowledge mining Machine learning

  9. For all skill levels Trusted Industry leading MLOps Open &

    interoperable
  10. For all skill levels Automated ML + drag & drop

    + code Industry leading MLOps Open & Interoperable Trusted
  11. None
  12. None
  13. For all skill levels Industry leading MLOps Integrated with Azure

    DevOps Open & Interoperable Trusted
  14. Powered by Azure Machine Learning

  15. None
  16. For all skill levels Industry leading MLOps Open & Interoperable

    Any toolkit, any framework Trusted
  17. For all skill levels Industry leading MLOps Open & Interoperable

    Trusted Model explainability and fairness
  18. None
  19. IT + ML Engineer Data Scientist

  20. None
  21. Predictive maintenance Inventory management Intelligent recommendations Fraud detection Demand forecasting

    Sales forecasting
  22. Stream processing Dashboard & application Application Data IoT Hub Device

    at well site Sensor data Data lake storage
  23. Stream processing Dashboard & application Application Data lake storage Data

    IoT Hub Device at well site Azure Machine Learning Step 1 Build and train
  24. Stream processing Dashboard & application Application Data lake storage Data

    IoT Hub Device at well site Azure Machine Learning Step 1 Build and train Step 2 Package and deploy
  25. Stream processing Dashboard & application Application Data lake storage Data

    IoT Hub Device at well site Azure Machine Learning Step 1 Build and train Step 2 Package and deploy
  26. Stream processing Dashboard & application Application Data lake storage Data

    IoT Hub Device at well site Azure Machine Learning Model telemetry data Step 1 Build and train Step 2 Package and deploy Step 3 Monitor
  27. Stream processing Dashboard & application Application Data lake storage Data

    IoT Hub Device at well site Azure Machine Learning Model telemetry data Step 3 Monitor Step 2 Package and deploy Step 1 Build and train Sensor data
  28. POS data Power BI Inventory ordering system Data Lake Storage

    Azure Synapse Analytics
  29. Azure Machine Learning Step 1 Build and train POS data

    Power BI Inventory ordering system Data Lake Storage Azure Synapse Analytics
  30. POS data Power BI Inventory ordering system Data Lake Storage

    Azure Synapse Analytics Azure Machine Learning Step 1 Build and train Step 2 Package and deploy
  31. POS data Power BI Inventory ordering system Data Lake Storage

    Azure Synapse Analytics Azure Machine Learning Step 1 Build and train Step 2 Package and deploy Forecasting
  32. Step 1 Build and train Step 2 Package and deploy

    Step 3 Monitor POS data Power BI Inventory ordering system Data Lake Storage Azure Synapse Analytics Azure Machine Learning Forecasting
  33. AI apps & agents Knowledge mining Machine learning

  34. Azure Bot Service Azure Cognitive Services 5 billion transactions a

    month 1 billion messages a month
  35. Web search Enable your apps to see, hear, speak, understand,

    and interpret user needs Vision Speech Decision Language
  36. Web search Vision Speech Decision Personalizer now GA Language

  37. Web search Language Vision Speech Decision Personalizer Deep learning powered

    Sentiment Analysis 0.9 0.1 0.5 0.6
  38. Web search Vision Speech Decision Personalizer Text Analytics D.O.B.: 08/04/57

    Phone: 555-8367 Email: David@contoso.com Language New sentiment analysis model Industry-leading NLP capabilities
  39. Web search Vision Speech Decision Personalizer X Y Introducing Form

    Recognizer Feedback Loop Language New sentiment analysis model 100+ new entity types
  40. Kubernetes Web search Vision Speech Decision Personalizer “Kubernetes” Cucumbers Kubernetes

    Introducing Custom Speech with Office 365 data Language New sentiment analysis model 100+ new entity types Form Recognizer Feedback Loop
  41. Web search Vision Speech Decision Personalizer Custom Speech with Office

    365 data Introducing Custom Neural Voice capability Language New sentiment analysis model 100+ new entity types Form Recognizer Feedback Loop
  42. Azure Bot Service Azure Cognitive Services 5 billion transactions a

    month 1 billion messages a month
  43. None
  44. Announcing new capabilities Build with most popular open source tools

    Deploy and manage across multiple channels
  45. Announcing new capabilities Build with most popular open source tools

  46. Announcing new capabilities Deploy and manage across multiple channels

  47. Announcing new capabilities Power Virtual Agents Build with most popular

    open source tools Deploy and manage across multiple channels
  48. None
  49. Object detection Personalization Intelligent agents Intelligent customer support Sentiment analysis

    Robotic process automation
  50. Client reports Feedback Loop Analytics dashboard Form Recognizer Data store

    Azure Functions Business process
  51. Azure Storage or file system Customer calls Speech to Text

    Text Analytics Sentiment Analysis Key Phrase Extraction Call intervention or escalations Batch processing Power BI App Portal Speech Real-time processing Named Entity Recognition
  52. AI apps & agents Knowledge mining Machine learning

  53. Eiffel Tower Keyword search

  54. Eiffel Tower famous tower in Paris Keyword search Contextual search

    Eiffel Tower
  55. Eiffel Tower Keyword search Contextual search Cognitive search Eiffel Tower

    famous tower in Paris Eiffel Tower
  56. Azure Search

  57. Fully managed Built-in AI Uncover latent insights from all your

    content Customizable
  58. Ingest Enrich New data sources TranslationNEW AML models contents 2

    3 1 document primaryImage secondaryImage History Origin Construction Design Material Aesthetics Tourism Access Popularity
  59. Ingest Background on Eiffel Tower Enrich Explore contents 2 3

    1 document primaryImage secondaryImage History Origin Construction Design Material Aesthetics Tourism Access Popularity
  60. None
  61. Auditing and compliance Customer feedback analytics Technical content review Digital

    asset management Process management Catalog search
  62. Key phrase extraction Language detection Automatic translation Named entity extraction

    Clause extraction Risk identifier Azure Web App Enrich Explore Cognitive skills Custom skills Azure Cognitive Search Search Index PDFs Ingest Images Azure Blob Storage
  63. Ingest Magazine metadata Magazine images

  64. Ingest Explore Magazine metadata Magazine images Image tagging Geo-point extractor

    Custom object detector Similar image tagger Biography enricher Search Index Azure Web App Enrich Azure Cognitive Search Azure Blob Storage
  65. AI apps & agents Knowledge mining Machine learning

  66. None
  67. https://azure.microsoft.com/overview/ai-platform/ https://azure.microsoft.com/free/ai/ https://docs.microsoft.com/learn/azure/

  68. None