In-Database Factorised Learning - Professor Dan Olteanu

In-Database Factorised Learning - Professor Dan Olteanu

Alan Turing Institute via YouTube Direct link

Intro

1 of 30

1 of 30

Intro

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In-Database Factorised Learning - Professor Dan Olteanu

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  1. 1 Intro
  2. 2 Overview
  3. 3 No Integration
  4. 4 Loose Integration
  5. 5 Unified Programming Architecture
  6. 6 Tight Integration
  7. 7 Advantages
  8. 8 Schematic
  9. 9 Results
  10. 10 Target
  11. 11 Database
  12. 12 Linear regression
  13. 13 Encoding categorical variables
  14. 14 Alpha
  15. 15 First order query
  16. 16 Categorical query
  17. 17 In the ultimate
  18. 18 Optimally
  19. 19 Example
  20. 20 Conditional Independence
  21. 21 Factorizations
  22. 22 Recap
  23. 23 Functional dependency
  24. 24 Function for country
  25. 25 Function for city
  26. 26 Penalty term
  27. 27 Conclusion
  28. 28 polynomial regression
  29. 29 factorisation
  30. 30 feature extraction

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