CatBoost - The New Generation of Gradient Boosting

CatBoost - The New Generation of Gradient Boosting

EuroPython Conference via YouTube Direct link

Regression

13 of 21

13 of 21

Regression

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CatBoost - The New Generation of Gradient Boosting

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  1. 1 Intro
  2. 2 Gradient Boosting
  3. 3 Applications
  4. 4 Neural networks
  5. 5 Algorithm comparison
  6. 6 Symmetric trees
  7. 7 Numerical features
  8. 8 Categorical features support
  9. 9 Classical boosting
  10. 10 Ordered boosting
  11. 11 Modes
  12. 12 Classification
  13. 13 Regression
  14. 14 Ranking
  15. 15 GPU: Comparison with other libraries
  16. 16 Prediction time
  17. 17 SHAP values
  18. 18 CatBoost Viewer
  19. 19 Cross-validation
  20. 20 Reading
  21. 21 Algorithm parameters

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