[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/

Transcript

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%
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
13. For all skill levels Industry leading MLOps Integrated with Azure DevOps Open & Interoperable Trusted
14. Powered by Azure Machine Learning
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
19. IT + ML Engineer Data Scientist
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
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
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
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
67. https://azure.microsoft.com/overview/ai-platform/ https://azure.microsoft.com/free/ai/ https://docs.microsoft.com/learn/azure/