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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

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  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

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  3. 20,000+ 85%

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  4. View Slide

  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

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  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

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  7. AI apps & agents Knowledge mining
    Machine learning

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  8. AI apps & agents Knowledge mining
    Machine learning

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

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  10. For all skill levels
    Automated ML + drag & drop + code
    Industry leading MLOps
    Open & Interoperable
    Trusted

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  11. View Slide

  12. View Slide

  13. For all skill levels
    Industry leading MLOps
    Integrated with Azure DevOps
    Open & Interoperable
    Trusted

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  14. Powered by Azure Machine Learning

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  15. View Slide

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

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  17. For all skill levels
    Industry leading MLOps
    Open & Interoperable
    Trusted
    Model explainability and fairness

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  18. View Slide

  19. IT + ML Engineer Data Scientist

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  20. View Slide

  21. Predictive maintenance Inventory management
    Intelligent recommendations
    Fraud detection Demand forecasting
    Sales forecasting

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  22. Stream processing
    Dashboard & application
    Application
    Data
    IoT Hub
    Device at well site
    Sensor data
    Data lake storage

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

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  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

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  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

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  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

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  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

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

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

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  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

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  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

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  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

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  33. AI apps & agents Knowledge mining
    Machine learning

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  34. Azure Bot Service
    Azure Cognitive Services
    5 billion transactions a month 1 billion messages a month

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  35. Web search
    Enable your apps to see, hear, speak, understand,
    and interpret user needs
    Vision
    Speech
    Decision
    Language

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  36. Web search
    Vision
    Speech
    Decision
    Personalizer now GA Language

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  37. Web search
    Language
    Vision
    Speech
    Decision
    Personalizer
    Deep learning powered
    Sentiment Analysis
    0.9
    0.1
    0.5
    0.6

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  38. Web search
    Vision
    Speech
    Decision
    Personalizer Text Analytics
    D.O.B.: 08/04/57
    Phone: 555-8367
    Email: [email protected]
    Language
    New sentiment analysis model
    Industry-leading NLP
    capabilities

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  39. Web search
    Vision
    Speech
    Decision
    Personalizer
    X Y
    Introducing
    Form Recognizer
    Feedback Loop
    Language
    New sentiment analysis model
    100+ new entity types

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  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

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  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

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  42. Azure Bot Service
    Azure Cognitive Services
    5 billion transactions a month 1 billion messages a month

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  43. View Slide

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

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  45. Announcing new capabilities
    Build with most popular
    open source tools

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  46. Announcing new capabilities
    Deploy and manage across
    multiple channels

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  47. Announcing new capabilities
    Power Virtual Agents
    Build with most popular
    open source tools
    Deploy and manage across
    multiple channels

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  48. View Slide

  49. Object detection
    Personalization
    Intelligent agents
    Intelligent customer support
    Sentiment analysis
    Robotic process automation

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  50. Client reports
    Feedback Loop
    Analytics dashboard
    Form Recognizer Data store
    Azure Functions
    Business process

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  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

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  52. AI apps & agents Knowledge mining
    Machine learning

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  53. Eiffel Tower
    Keyword search

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

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  55. Eiffel Tower
    Keyword search Contextual search Cognitive search
    Eiffel Tower famous tower in Paris
    Eiffel Tower

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  56. Azure Search

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

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  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

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

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  60. View Slide

  61. Auditing and compliance
    Customer feedback analytics
    Technical content review
    Digital asset management
    Process management
    Catalog search

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  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

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  63. Ingest
    Magazine metadata
    Magazine images

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  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

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  65. AI apps & agents Knowledge mining
    Machine learning

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  66. View Slide

  67. https://azure.microsoft.com/overview/ai-platform/
    https://azure.microsoft.com/free/ai/
    https://docs.microsoft.com/learn/azure/

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  68. View Slide