Top Python Gradient Boosting Libraries 2025

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last commit 2 days ago dmlc/xgboost 26K +42

added 1 month ago

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

Python AI / ML Libraries Gradient Boosting Libraries

last commit 1 week ago microsoft/lightgbm 17K +38

added 1 month 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.

Python Gradient Boosting Libraries AI / ML Libraries

last commit 1 week ago perpetual-ml/perpetual 462 +4

added 1 month ago

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

Python AI / ML Libraries Gradient Boosting Libraries Rust AI / ML Libraries Gradient Boosting Libraries