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