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dmlc /xgboost

Star28k

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

distributed-systems machine-learning xgboost gbdt gbm gbrt

UpdatedFeb 20, 2026
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.

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

UpdatedFeb 19, 2026
C++

serengil /chefboost

Sponsor

Star486

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

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

UpdatedJul 9, 2025
Python

Evovest /EvoTrees.jl

Star198

Boosted trees in Julia

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

UpdatedFeb 13, 2026
Julia

qiyiping /gbdt

Star94

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

UpdatedJun 19, 2022
C++

xiaodaigh /JLBoost.jl

Sponsor

Star75

A 100%-Julia implementation of Gradient-Boosting Regression Tree algorithms

data-science machine-learning tree xgboost gbdt lightgbm gbrt catboost tree-boosting-algorithms

UpdatedNov 28, 2024
Julia

chenhongge /RobustTrees

Star69

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

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

UpdatedJul 12, 2025
C++

Azure /fast_retraining

Star54

Show how to perform fast retraining with LightGBM in different business cases

distributed-systems benchmark machine-learning azure gpu kaggle xgboost gbdt gbm lightgbm gbrt boosted-trees

UpdatedJul 18, 2019
Jupyter Notebook

rishiraj /autolgbm

Star35

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.

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

UpdatedFeb 13, 2022
Python

alfozan /mlflow-example

Star27

This repository provides an example of dataset preprocessing, GBRT (Gradient Boosted Regression Tree) model training and evaluation, model tuning and finally model serving (REST API) in a containerized environment using MLflow tracking, projects and models modules.

scikit-learn gbrt mlflow mlflow-models mlflow-docker mlflow-tracking mlflow-projects