Patterns of ML Models in Production

Patterns of ML Models in Production

PyCon US via YouTube Direct link

Intro

1 of 15

1 of 15

Intro

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Patterns of ML Models in Production

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  1. 1 Intro
  2. 2 Putting ML Models in Production
  3. 3 Architectural Patterns Batch
  4. 4 A Typical Computer Vision Pipeline
  5. 5 Pipeline Implementation
  6. 6 Ensemble Use Cases
  7. 7 Ensemble Deployment
  8. 8 Business Logic in Action
  9. 9 Key Question: Where to Run the Business Logic?
  10. 10 Online Learning
  11. 11 Ray Serve: Deployment
  12. 12 Ray Serve: Handle
  13. 13 Ray Serve: Patterns
  14. 14 Business Logic in Ray Serve
  15. 15 Ray Serve: A Framework for 1+ Models in Production

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