Shopify's Machine Learning Platform Journey: Building Merlin with Open Source Tools

Shopify's Machine Learning Platform Journey: Building Merlin with Open Source Tools

MLOps World: Machine Learning in Production via YouTube Direct link

Configuring a Merlin Project

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20 of 28

Configuring a Merlin Project

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Shopify's Machine Learning Platform Journey: Building Merlin with Open Source Tools

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  1. 1 Intro
  2. 2 ML Platform goals
  3. 3 Background
  4. 4 Merlin Timeline
  5. 5 Merlin Early Vision
  6. 6 What is Ray?
  7. 7 Installing Ray
  8. 8 Ray Dashboard
  9. 9 Simple Ray Program
  10. 10 Tasks vs. Actors
  11. 11 Train Model with Ray XGBoost
  12. 12 ML Platform on Ray
  13. 13 Distributed Computation with Merlin Workspaces
  14. 14 Merlin Architecture
  15. 15 Merlin API
  16. 16 Merlin Workspace Details
  17. 17 Connecting to Merlin Workspaces
  18. 18 Isolating Merlin Workspaces
  19. 19 Structure of Merlin Project
  20. 20 Configuring a Merlin Project
  21. 21 Merlin CLI
  22. 22 Orchestration
  23. 23 User Workflow in Merlin
  24. 24 Balance
  25. 25 Building != Maintaining
  26. 26 Migration
  27. 27 What did we cover?
  28. 28 Acknowledgements

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