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dmlc /xgboost

Star26.7k

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

UpdatedMar 17, 2025
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

UpdatedMar 11, 2025
C++

catboost /catboost

Star8.3k

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.

python data-science machine-learning data-mining tutorial r big-data gpu cuda kaggle gbdt gbm gpu-computing decision-trees gradient-boosting coreml catboost categorical-features

UpdatedMar 16, 2025
C++

Freemanzxp /GBDT_Simple_Tutorial

Star733

python实现GBDT的回归、二分类以及多分类，将算法流程详情进行展示解读并可视化，庖丁解牛地理解GBDT。Gradient Boosting Decision Trees regression, dichotomy and multi-classification are realized based on python, and the details of algorithm flow are displayed, interpreted and visualized to help readers better understand Gradient Boosting Decision Trees

machine-learning gbdt gradient-boosting gradient-boosting-decision-trees gnm

UpdatedJun 15, 2019
Python

Xtra-Computing /thundergbm

Star696

ThunderGBM: Fast GBDTs and Random Forests on GPUs

machine-learning random-forest gpu cuda gbdt

UpdatedJan 29, 2024
C++

serengil /chefboost

Sponsor

Star471

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

UpdatedOct 30, 2024
Python

perpetual-ml /perpetual

Star445

A self-generalizing gradient boosting machine that doesn't need hyperparameter optimization

python rust machine-learning kaggle gbdt gbm gradient-boosting gradient-boosted-trees gradient-boosting-decision-trees

UpdatedMar 7, 2025
Rust

kanyun-inc /ytk-learn

Star348

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).

machine-learning spark hadoop distributed gbdt gbm logistic-regression factorization-machines

UpdatedJul 6, 2022
Java

moon-hotel /MachineLearningWithMe

Star259

A repository contains more than 12 common statistical machine learning algorithm implementations. 常见10余种机器学习算法原理与实现及视频讲解。@月来客栈出品

python machine-learning clustering svm naive-bayes machine-learning-algorithms kd-tree pca self-training gbdt ensemble-learning cart adaboost hca knn decision-tree-classifier svm-classifier hierarchical-clustering dbscan-clustering

UpdatedJan 16, 2025
Jupyter Notebook

ShifuML /shifu

Star252

An end-to-end machine learning and data mining framework on Hadoop

machine-learning hadoop neural-network pipeline random-forest bigdata gbdt shifu end-to-end-machine-learning

UpdatedMay 13, 2024
Java

fengyang95 /tiny_ml

Star230

numpy 实现的周志华《机器学习》书中的算法及其他一些传统机器学习算法

machine-learning clustering numpy svm regression python3 classification gbdt ensemble decision-tree dimension-reduction boosting lr

UpdatedDec 6, 2019
Python

kingfengji /mGBDT

Star103

This is the official clone for the implementation of the NIPS18 paper Multi-Layered Gradient Boosting Decision Trees (mGBDT) .

gbdt representation-learning gradient-boosting-decision-trees target-propagation mgbdt

UpdatedNov 19, 2018
Python

qiyiping /gbdt

Star94

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

UpdatedJun 19, 2022
C++

cgreer /alpha-zero-boosted

Star86

A "build to learn" Alpha Zero implementation using Gradient Boosted Decision Trees (LightGBM)

python xgboost gbdt lightgbm alphago alphazero gradient-boosted-trees

UpdatedMar 14, 2025
Python

lyg5623 /lightgbm_predict4j

Star84

A java implementation of LightGBM predicting part

java gbdt lightgbm realtime-predict

UpdatedDec 5, 2023
Java

xiaodaigh /JLBoost.jl

Sponsor

Star73

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

Star67

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

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

UpdatedSep 30, 2022
C++

fabsig /KTBoost

Star63

A Python package which implements several boosting algorithms with different combinations of base learners, optimization algorithms, and loss functions.

machine-learning statistics artificial-intelligence gbdt gbm boosting ktboost grabit