The most popular Python library for Machine Learning with extensive documentation and community support.

lightgbm
lightgbm-org/LightGBMGradient BoostingC++ core
A fast, distributed, high performance gradient boosting framework.
- gbdt
- gbm
- machine-learning
- data-mining
- distributed
- lightgbm
- gbrt
- decision-trees
More in Machine Learning
A pretrained foundation model from Google Research for time-series forecasting, with non-commercial default weights.
xgboostC++ core
A scalable, portable, and distributed gradient boosting library.
A tool for producing forecasts for time series with multiple seasonality and trend changes.
A hyperparameter optimization framework with define-by-run search spaces and pruning of unpromising trials.
A unified scikit-learn-style framework for forecasting and other time-series learning tasks.
catboostC++ core
A fast, scalable, high performance gradient boosting on decision trees library.
Distributed asynchronous hyperparameter optimization with Tree-structured Parzen Estimators.