A curated list of gradient boosting research papers with implementations.

A curated list of gradient boosting research papers with implementations.

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

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

Represent trained machine learning models as Pyomo optimization formulations

Represent trained machine learning models as Pyomo optimization formulations

Hybrid model of Gradient Boosting Trees and Logistic Regression (GBDT+LR) on Spark

Hybrid model of Gradient Boosting Trees and Logistic Regression (GBDT+LR) on Spark

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

Library for Multi-objective optimization in Gradient Boosted Trees

Library for Multi-objective optimization in Gradient Boosted Trees

Multiobjective black-box optimization using gradient-boosted trees

Multiobjective black-box optimization using gradient-boosted trees

Stochastic tree ensembles (BART / XBART) for supervised learning and causal inference

Stochastic tree ensembles (BART / XBART) for supervised learning and causal inference

An example project that predicts house prices for a Kaggle competition using a Gradient Boosted Machine.

An example project that predicts house prices for a Kaggle competition using a Gradient Boosted Machine.

Influence Estimation for Gradient-Boosted Decision Trees

Influence Estimation for Gradient-Boosted Decision Trees

Machine Learning Tool Box