Lightgbm

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.
Alternatives To Lightgbm
Project NameStarsDownloadsRepos Using ThisPackages Using ThisMost Recent CommitTotal ReleasesLatest ReleaseOpen IssuesLicenseLanguage
Xgboost25,2537969725 months ago79November 13, 2023412apache-2.0C++
Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or GBM) Library, for Python, R, Java, Scala, C++ and more. Runs on single machine, Hadoop, Spark, Dask, Flink and DataFlow
Lightgbm16,0562785742 months ago34September 12, 2023345mitC++
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.
Catboost7,564125 months ago20September 19, 2023539apache-2.0Python
A fast, scalable, high performance Gradient Boosting on Decision Trees library, used for ranking, classification, regression and other machine learning tasks for Python, R, Java, C++. Supports computation on CPU and GPU.
Chefboost428
6 months ago17February 16, 2022mitPython
A Lightweight Decision Tree Framework supporting regular algorithms: ID3, C4,5, CART, CHAID and Regression Trees; some advanced techniques: Gradient Boosting, Random Forest and Adaboost w/categorical features support for Python
Ytk Learn351
2 years agon,ullmitJava
Ytk-learn is a distributed machine learning library which implements most of popular machine learning algorithms(GBDT, GBRT, Mixture Logistic Regression, Gradient Boosting Soft Tree, Factorization Machines, Field-aware Factorization Machines, Logistic Regression, Softmax).
Gbdt92
2 years ago1gpl-2.0C++
Fast_retraining50
5 years agomitJupyter Notebook
Show how to perform fast retraining with LightGBM in different business cases
Robusttrees43
4 years ago1otherC++
[ICML 2019, 20 min long talk] Robust Decision Trees Against Adversarial Examples
Ktboost36
3 years ago46November 22, 20212otherPython
A Python package which implements several boosting algorithms with different combinations of base learners, optimization algorithms, and loss functions.
Stackgbm24
a year agootherR
🌳 Stacked Gradient Boosting Machines
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