Lightgbm Alternatives

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.
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Alternatives To microsoft/LightGBM
Project Name Stars Downloads Repos Using This Packages Using This Most Recent Commit Total Releases Latest Release Open Issues License Language
dmlc/xgboost 25,253 796 972 about 2 years ago 79 November 13, 2023 412 apache-2.0 C++
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
microsoft/LightGBM 15,819 278 574 about 2 years ago 34 September 12, 2023 345 mit C++
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.
catboost/catboost 7,564 0 12 about 2 years ago 20 September 19, 2023 539 apache-2.0 Python
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.
serengil/chefboost 486 0 0 9 months ago 17 February 16, 2022 0 mit Python
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
kanyun-inc/ytk-learn 351 0 0 almost 4 years ago 0 mit Java
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).
qiyiping/gbdt 92 0 0 almost 4 years ago 0 1 gpl-2.0 C++
Azure/fast_retraining 50 0 0 over 6 years ago 0 0 mit Jupyter Notebook
Show how to perform fast retraining with LightGBM in different business cases
chenhongge/RobustTrees 43 0 0 over 5 years ago 0 1 other C++
[ICML 2019, 20 min long talk] Robust Decision Trees Against Adversarial Examples
fabsig/KTBoost 36 0 0 over 4 years ago 46 November 22, 2021 2 other Python
A Python package which implements several boosting algorithms with different combinations of base learners, optimization algorithms, and loss functions.
nanxstats/stackgbm 24 0 0 almost 3 years ago 0 0 other R
🌳 Stacked Gradient Boosting Machines
Alternatives To microsoft/LightGBM
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