LightgbmA 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.
Stars: β 13,293 (+55287.5%)
Mutual labels: gbdt, gbm, lightgbm, decision-trees, gradient-boosting
HyperGBMA full pipeline AutoML tool for tabular data
Stars: β 172 (+616.67%)
Mutual labels: xgboost, gbm, lightgbm, ensemble-learning, catboost
Awesome Decision Tree PapersA collection of research papers on decision, classification and regression trees with implementations.
Stars: β 1,908 (+7850%)
Mutual labels: xgboost, lightgbm, ensemble-learning, gradient-boosting, catboost
fast retrainingShow how to perform fast retraining with LightGBM in different business cases
Stars: β 56 (+133.33%)
Mutual labels: xgboost, gbdt, gbm, lightgbm
RobustTrees[ICML 2019, 20 min long talk] Robust Decision Trees Against Adversarial Examples
Stars: β 62 (+158.33%)
Mutual labels: xgboost, gbdt, gbm, decision-trees
aws-machine-learning-university-dteMachine Learning University: Decision Trees and Ensemble Methods
Stars: β 119 (+395.83%)
Mutual labels: xgboost, lightgbm, decision-trees, catboost
decision-trees-for-mlBuilding Decision Trees From Scratch In Python
Stars: β 61 (+154.17%)
Mutual labels: xgboost, gbm, lightgbm, gradient-boosting
JLBoost.jlA 100%-Julia implementation of Gradient-Boosting Regression Tree algorithms
Stars: β 65 (+170.83%)
Mutual labels: xgboost, gbdt, lightgbm, catboost
handson-mlλμ "νΈμ¦μ¨ λ¨Έμ λ¬λ"μ μμ μ μ°μ΅λ¬Έμ λ₯Ό λ΄μ μ£ΌνΌν° λ
ΈνΈλΆμ
λλ€.
Stars: β 285 (+1087.5%)
Mutual labels: xgboost, ensemble-learning, gradient-boosting
datascienvdatascienv is package that helps you to setup your environment in single line of code with all dependency and it is also include pyforest that provide single line of import all required ml libraries
Stars: β 53 (+120.83%)
Mutual labels: xgboost, lightgbm, catboost
Predicting real estate prices using scikit LearnPredicting Amsterdam house / real estate prices using Ordinary Least Squares-, XGBoost-, KNN-, Lasso-, Ridge-, Polynomial-, Random Forest-, and Neural Network MLP Regression (via scikit-learn)
Stars: β 78 (+225%)
Mutual labels: xgboost, ensemble-learning, decision-trees
Auto ml[UNMAINTAINED] Automated machine learning for analytics & production
Stars: β 1,559 (+6395.83%)
Mutual labels: xgboost, lightgbm, gradient-boosting
recsys2019The complete code and notebooks used for the ACM Recommender Systems Challenge 2019
Stars: β 26 (+8.33%)
Mutual labels: xgboost, lightgbm, catboost
Apartment-Interest-PredictionPredict people interest in renting specific NYC apartments. The challenge combines structured data, geolocalization, time data, free text and images.
Stars: β 17 (-29.17%)
Mutual labels: xgboost, lightgbm, gradient-boosting
Kaggle-Competition-SberbankTop 1% rankings (22/3270) code sharing for Kaggle competition Sberbank Russian Housing Market: https://www.kaggle.com/c/sberbank-russian-housing-market
Stars: β 31 (+29.17%)
Mutual labels: xgboost, lightgbm, ensemble-learning
AutoTabularAutomatic machine learning for tabular data. β‘π₯β‘
Stars: β 51 (+112.5%)
Mutual labels: xgboost, lightgbm, catboost
lleavesCompiler for LightGBM gradient-boosted trees, based on LLVM. Speeds up prediction by β₯10x.
Stars: β 132 (+450%)
Mutual labels: lightgbm, decision-trees, gradient-boosting
XgboostScalable, 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
Stars: β 22,017 (+91637.5%)
Mutual labels: xgboost, gbdt, gbm
Leavespure Go implementation of prediction part for GBRT (Gradient Boosting Regression Trees) models from popular frameworks
Stars: β 261 (+987.5%)
Mutual labels: xgboost, lightgbm, decision-trees
Awesome Gradient Boosting PapersA curated list of gradient boosting research papers with implementations.
Stars: β 704 (+2833.33%)
Mutual labels: xgboost, lightgbm, gradient-boosting
