MLflow at Company Scale - Scaling and Optimizing for High-Volume Machine Learning

MLflow at Company Scale - Scaling and Optimizing for High-Volume Machine Learning

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Intro

1 of 14

1 of 14

Intro

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MLflow at Company Scale - Scaling and Optimizing for High-Volume Machine Learning

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  1. 1 Intro
  2. 2 Machine Learning at Criteo
  3. 3 Architecture
  4. 4 Scale SOLAlchemyStore
  5. 5 Whitelist Column
  6. 6 Monitoring
  7. 7 Configure the Gunicorn Application
  8. 8 Automatic DB migration
  9. 9 Periodic Jobs
  10. 10 JWT Integration in Javascript
  11. 11 Integration to company SSO
  12. 12 Write Easily Fitler Queries
  13. 13 Miflow-yarn
  14. 14 Code Organization

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