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New Python Gradient Boosting Libraries 2026

GitHub Libraries Python Gradient Boosting Libraries

microsoft/lightgbm 18K +33

added 11 months 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.

dmlc/xgboost 28K +61

added 11 months ago

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

perpetual-ml/perpetual 463 +4

added 11 months ago

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

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