Foundation Models in the Modern Data Stack - Part 2

Foundation Models in the Modern Data Stack - Part 2

MLOps.community via YouTube Direct link

Exemple application: Foundation Models for Data Linkage

6 of 11

6 of 11

Exemple application: Foundation Models for Data Linkage

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Foundation Models in the Modern Data Stack - Part 2

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  1. 1 Intro
  2. 2 What are foundation models?
  3. 3 The modern data analytics stock
  4. 4 Exemple application: Foundation Models for Data Analytics
  5. 5 Exemple application: Foundation Models for Data Cleaning
  6. 6 Exemple application: Foundation Models for Data Linkage
  7. 7 Solution: Model distillation
  8. 8 Prompt Brittleness
  9. 9 Caveat 2 Solution: Robust prompt engineering
  10. 10 Lack of domain-specific knowledge
  11. 11 Caveat 3 Solution: Model customization with domain specific data

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