Boosting
- AdaBoost (SAMME & SAMME.R)
- Gradient Boosted Trees (sklearn GBM)
GradientBoostingClassifier(GBC) — the original Friedman (2001) algorithm, implemented in pure Python/Cython. Slower but fully transparent and debuggable.- `[ML Algorithms/Supervised Learning/Classification/Ensemble/Boosting/HistGradientBoostingClassifier|HistGradientBoostingClassifier] — a modern histogram-based implementation inspired by LightGBM, orders of magnitude faster on large datasets.
- XGBoost
- LightGBM
- CatBoost
- LogitBoost
- Lpboost and Totalboost