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