~/talk

Azure AI, Power new possibilities for every organization

Talkat SQLBits 2020 · 2020-09-29..10-04· [machine-learning, ai-assisted-development]
slides:none on file

Demo shows Form Recognizer extracting invoice fields and image recognition flagging a windshield crack at 92% confidence, and Chevron automates hundreds of PDF reports via RPA. Azure Machine Learning AutoML runs many algorithms (about 50), produces a best model in ~24 minutes with model explanations highlighting engine size and mpg as top features, and deploys to AKS or Power BI. Heathrow prototype runs 3D VTK scans (~50 MB) on Azure Stack Edge using four containers every 200 ms and flags likely illegal wildlife parts in seconds. Responsible AI tools include Fairlearn, differential privacy and homomorphic encryption.

AI-written summary · about

  1. 0:00Introduction
  2. 2:55Two fundamental trends
  3. 4:48Making AI accessible
  4. 6:05Cognitive Services
  5. 7:35Example
  6. 10:05Case Study
  7. 12:47Create your own model
  8. 13:55Data preparation
  9. 15:05Azure ML Service
  10. 16:00Azure Machine Learning
  11. 16:57Machine Learning Designer
  12. 17:53Automated Machine Learning
  13. 19:32Machine Learning Demo
  14. 19:48Machine Learning Workspace
  15. 23:32Create new experiment
  16. 29:00Data Flows
  17. 34:02Real Life Example
  18. 38:12Responsible AI
  19. 41:02Fairness in AI
  20. 42:32Differential Privacy Toolkit
  21. 43:45Future of AI
  22. 45:57Azure Supercomputer
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