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Model Validation Genesis

Talkat DSC Europe 23 · 2023-11-20..11-24· [machine-learning, privacy-and-compliance]
links:none on file
slides:none on file

Model validation in a legacy bank runs hundreds of models live and expands beyond checklists to changing regulations and the applications themselves; validation enforces standards, gives veto power for data teams to stop infeasible projects early, and aims to cut wasted prototypes while preserving short iterative delivery. The group prototypes with generative tools (he shows an image made with OpenAI DALL·E), leverages regulator backing, and reports partial success: management buy-in and fewer wasted projects but persistent legacy data and process debt remain.

AI-written summary · about

  1. 0:00Introduction
  2. 1:05Model validation role
  3. 3:17Hype versus reality
  4. 7:12Data as legacy
  5. 9:40Model risk mandate
  6. 11:32Model deployment mistakes
  7. 12:38Buzzword project dangers
  8. 14:02Vision versus legacy
  9. 16:28Models as metaphors
  10. 19:20Team empowerment
  11. 22:13Avoiding long projects
  12. 24:00Validation cost function
  13. 26:48Incentivizing improvement
  14. 28:14Models in business
  15. 29:24Q&A
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