Top 6 gbrt open source projects

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.

✭ 13,293

python r C++c Cuda shell machine-learning distributed microsoft data-mining parallel kaggle lightgbm decision-trees gradient-boosting gbdt gbm gbrt

Xgboost

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

✭ 22,017

C++python Cuda scala r java machine-learning distributed-systems xgboost gbdt gbm gbrt

RobustTrees

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

✭ 62

C++scala python r Cuda java xgboost gbdt gbm gbrt decision-trees adversarial-examples robust-decision-trees

EvoTrees.jl

Boosted trees in Julia

✭ 108

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

JLBoost.jl

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

✭ 65

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

fast retraining

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

✭ 56

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

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