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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 17, 2025
C++

h2oai /h2o-3

Star7.1k

H2O is an Open Source, Distributed, Fast & Scalable Machine Learning Platform: Deep Learning, Gradient Boosting (GBM) & XGBoost, Random Forest, Generalized Linear Modeling (GLM with Elastic Net), K-Means, PCA, Generalized Additive Models (GAM), RuleFit, Support Vector Machine (SVM), Stacked Ensembles, Automatic Machine Learning (AutoML), etc.

python java data-science machine-learning opensource r big-data spark deep-learning hadoop random-forest gpu naive-bayes h2o distributed pca gbm ensemble-learning automl h2o-automl

UpdatedMar 18, 2025
Jupyter Notebook

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

glmark2 /glmark2

Star455

glmark2 is an OpenGL 2.0 and ES 2.0 benchmark

linux benchmark opengl kms glsl x11 gbm drm opengl-es wayland gles2

UpdatedFeb 21, 2025
C

perpetual-ml /perpetual

Star446

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 17, 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

DataCanvasIO /HyperGBM

Star346

A full pipeline AutoML tool for tabular data

sklearn tabular-data xgboost semi-supervised-learning gpu-acceleration gbm lightgbm ensemble-learning dask preprocessing automl distributed-training datacleaning catboost pseudo-labeling dask-distributed rapidsai fullpipeline adversarial-validation

UpdatedJun 23, 2024
Python

szilard /GBM-perf

Star217

Performance of various open source GBM implementations

benchmark machine-learning xgboost gbm lightgbm gradient-boosting-machine h2oai

UpdatedJun 20, 2024
HTML

vkmark /vkmark

Star193

Vulkan benchmark

linux benchmark kms vulkan x11 gbm drm xcb wayland

UpdatedMar 17, 2025
C++

graysky2 /kodi-standalone-service

Star172

Use systemd to allow for standalone operation of kodi.

kodi gbm wayland kodi-standalone-service

UpdatedMar 9, 2025
Roff

aws /sagemaker-xgboost-container

Star133

This is the Docker container based on open source framework XGBoost (https://xgboost.readthedocs.io/en/latest/) to allow customers use their own XGBoost scripts in SageMaker.

python training aws machine-learning inference xgboost gbm distributed-training sagemaker

UpdatedMar 7, 2025
Python

feedzai /fairgbm

Star103

Train Gradient Boosting models that are both high-performance *and* Fair!

tabular-data gbm lightgbm fairness gradient-boosting fairness-ml

UpdatedJun 21, 2024
C++

qiyiping /gbdt

Star94

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

UpdatedJun 19, 2022
C++

asafschers /scoruby

Star69

Ruby Scoring API for PMML

ruby ruby-gem machine-learning random-forest naive-bayes classification gbm pmml decision-tree gradient-boosting-classifier rubyml gradient-boosted-models

UpdatedOct 19, 2022
Ruby

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++

serengil /decision-trees-for-ml

Sponsor

Star66

Building Decision Trees From Scratch In Python

machine-learning random-forest xgboost id3 gbm lightgbm gradient-boosting-machine cart adaboost c45 decision-tree gradient-boosting boosting bagging regression-trees

UpdatedNov 3, 2019
Jupyter Notebook

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

UpdatedNov 22, 2021
Python

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

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