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8.7k

25.7k

apache-2.0

912

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

gbm gbdt gbrt xgboost machine-learning distributed-systems

Created 2014-02-06

6,878 commits to master branch, last one a day ago

LightGBM microsoft

3.8k

16.2k

mit

435

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 tas...

r gbm gbdt gbrt kaggle python lightgbm parallel microsoft data-mining distributed decision-trees machine-learning gradient-boosting

Created 2016-08-05

3,478 commits to master branch, last one 2 days ago

chefboost serengil

102

445

mit

18

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 ...

gbm id3 cart gbdt gbrt kaggle python adaboost c45-trees data-mining data-science random-forest decision-trees regression-tree machine-learning gradient-boosting categorical-features gradient-boosting-machine gradient-boosting-machines

Created 2019-03-06

383 commits to master branch, last one 5 months ago

EvoTrees.jl Evovest

20

175

apache-2.0

7

Boosted trees in Julia

gbrt julia poisson logistic quantile regression boosted-trees decision-tree gradientboosting machine-learning gradient-boosting

Created 2019-01-08

998 commits to main branch, last one 2 months ago

gbdt qiyiping

69

93

gpl-2.0

12

This repository has no description...

gbm gbdt gbrt machine-learning gradient-boosting boosting-algorithms gradient-boosting-machine gradient-boosting-decision-trees

Created 2014-01-13

103 commits to master branch, last one about a year ago

RobustTrees chenhongge

11

66

other

7

[ICML 2019, 20 min long talk] Robust Decision Trees Against Adversarial Examples

gbm gbdt gbrt xgboost decision-trees adversarial-examples robust-decision-trees

Created 2019-05-11

11 commits to master branch, last one 3 years ago

autolgbm rishiraj

5

31

apache-2.0

1

LightGBM + Optuna: Auto train LightGBM directly from CSV files, Auto tune them using Optuna, Auto serve best model using FastAPI. Inspired by Abhishek Thakur's AutoXGB.

gbm gbdt gbrt automl kaggle python lightgbm data-science tabular-data decision-trees machine-learning gradient-boosting hyperparameter-optimization

Created 2022-02-12

15 commits to main branch, last one 2 years ago