Top Python Gradient Boosting Libraries 2025

GitHub Libraries Python Gradient Boosting Libraries

dmlc/xgboost 26K

Added by sizovs added 7 hours ago

XGBoost is an optimized distributed gradient boosting library designed to be highly efficient, flexible and portable.

microsoft/lightgbm 17K

Added by sizovs added 7 hours ago

A fast, distributed, high performance gradient boosting (GBT, GBDT, GBRT, GBM or MART) framework based on decision tree algorithms, used for ranking, classification and many other machine learning tasks.

perpetual-ml/perpetual 439

Added by deadsoul44 added 8 hours ago

A self-generalizing gradient boosting machine that doesn't need hyperparameter optimization

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