Managing ML Models at Scale - Intuit’s ML Platform

Managing ML Models at Scale - Intuit’s ML Platform

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Intro

1 of 17

1 of 17

Intro

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Managing ML Models at Scale - Intuit’s ML Platform

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  1. 1 Intro
  2. 2 ML driven experiences
  3. 3 "Hidden Debt" of ML
  4. 4 How can ML Practitioners focus on their craft?
  5. 5 Principles of Intuit ML Platform
  6. 6 Generic Model Lifecycle
  7. 7 Technologies in use
  8. 8 Feature Store
  9. 9 Feature Processing
  10. 10 Model Training
  11. 11 Automate the simple things
  12. 12 With great speed, comes cost
  13. 13 Cost transparency
  14. 14 What can go wrong?
  15. 15 Security
  16. 16 Compliance
  17. 17 Learnings

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