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gradient-boosted-trees

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awesome-gradient-boosting-papers

benedekrozemberczki /awesome-gradient-boosting-papers

A curated list of gradient boosting research papers with implementations.

classifier machine-learning deep-learning random-forest h2o xgboost lightgbm gradient-boosting-machine adaboost decision-tree gradient-boosting-classifier classification-algorithm gradient-boosting boosting classification-trees xgboost-algorithm catboost gradient-boosted-trees classification-tree gradient-boosting-decision-trees

UpdatedMar 16, 2024
Python

perpetual-ml /perpetual

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

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

UpdatedSep 28, 2025
Rust

OMLT

cog-imperial /OMLT

Represent trained machine learning models as Pyomo optimization formulations

python neural-network optimization cnn modeling-language pyomo mathematical-modelling nonlinear-optimization keras-neural-networks nonlinear-programming mixed-integer-programming mathematical-programming relu onnx gradient-boosted-trees mixed-integer-optimization

UpdatedApr 4, 2025
Python

titicaca /spark-gbtlr

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

spark logistic-regression hybrid-model ctr-prediction ctr spark-ml boosted-decision-trees gradient-boosted-trees

UpdatedDec 27, 2018
Scala

cgreer /alpha-zero-boosted

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

Swiggy /Moo-GBT

Library for Multi-objective optimization in Gradient Boosted Trees

machine-learning machine-learning-algorithms constrained-optimization multi-objective-optimization gradient-boosted-trees

UpdatedAug 19, 2024
Python

cog-imperial /entmoot

Multiobjective black-box optimization using gradient-boosted trees

python optimization hyperparameter-optimization black-box-optimization bayesian-optimization multiobjective-optimization mixed-integer-programming gradient-boosted-trees

UpdatedMar 7, 2025
Python

StochasticTree /stochtree

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

machine-learning bayesian-methods bart decision-trees bayesian-machine-learning probabilistic-models gradient-boosted-trees tree-ensembles

UpdatedNov 5, 2025
C++

RubixML /Housing

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

php data-science machine-learning regression kaggle kaggle-competition housing-prices gradient-boosting-machine ensemble rubix gradient-descent gradient-boosting predicting-housing-prices php-ml gradient-boosting-regressor gradient-boosted-trees machine-learning-tutorial rubix-ml gradient-boost php-machine-learning

UpdatedJul 25, 2025
PHP

jjbrophy47 /tree_influence

Influence Estimation for Gradient-Boosted Decision Trees

interpretability influence-functions gradient-boosted-trees boostin explainability tracin instance-based influence-estimation instance-attribution influential-examples

UpdatedMay 27, 2024
Python

PhilipMay /mltb

Machine Learning Tool Box

visualization machine-learning metrics tensorflow keras plot hyperparameter-optimization lightgbm matplotlib hyperopt metric hyperparameter-tuning gradient-boosted-trees

UpdatedDec 7, 2023
Python

rezacsedu /OncoNetExplainer

OncoNetExplainer: Explainable Prediction of Cancer Types Based on Gene Expression Data

cnn cancer-genomics feature-importance gradcam gradient-boosted-trees shap cancer-type-prediction

UpdatedFeb 28, 2023
Jupyter Notebook

UnixJunkie /orxgboost

Gradient boosting for OCaml using the R xgboost package under the carpet

machine-learning r regression ocaml-library xgboost classification gradient-boosting gradient-boosted-trees

UpdatedJun 15, 2022
OCaml

Kaixhin /SARCOS

ML models trained on the SARCOS dataset

machine-learning neural-network random-forest linear-regression decision-tree gradient-boosted-trees

UpdatedJan 1, 2021
Python

kalam034 /PhishyAI

PhishyAI trains ML models for Phishy, a Gmail extension which leverages ML to detect phishing attempts in all incoming emails

random-forest scikit-learn google-cloud-platform gradient-boosted-trees phishing-detection google-ai-platform

UpdatedJun 17, 2024
Python

yogeshwaran-shanmuganathan /Success-Prediction-Analysis-for-Startups

Analysis of information about startup companies done using machine learning and data analytics methods to predict the success of the startup companies.

python neural-network random-forest jupyter-notebook pyspark logistic-regression crunchbase startups decision-tree principal-component-analysis multilayer-perceptron-network pyspark-mllib gradient-boosted-trees pyspark-machine-learning crunchbase-api success-prediction

UpdatedMar 13, 2023
Jupyter Notebook

ferencberes /wsdm-spotify-challenge-2019

Sequential skip prediction using deep learning and ensembles

challenge deep-learning music-recommendation wsdm datamining gbt gradient-boosted-trees

UpdatedOct 4, 2019
Python

ernestosanches /Decision-Trees-Coreset

An implementation of the algorithms from the camera-ready version of the paper "Coresets for Decision Trees of Signals" (NeurIPS'2021) by Ibrahim Jubran, Ernesto Evgeniy Sanches Shayda, Ilan Newman, and Dan Feldman.

random-forest decision-tree coreset gradient-boosted-trees

UpdatedFeb 17, 2023
Python

matteoguida /Belle-II-Analysis

Machine learning multiclassification task in particle physics experiment (Belle II) with deep neural networks (DNN) and gradient boosted decision trees (XGBoost).

machine-learning deep-neural-networks university particle-physics belleii gradient-boosted-trees

UpdatedDec 8, 2019
Jupyter Notebook

Cody-Lange /Milestone-2-Text-Difficulty-Classifier

Binary text difficulty classification with tf-idf, word2vec, and other linguistic features with multinomial naive bayes, logistic regression, and gradient boosted decision trees.

nlp natural-language-processing text-classification word2vec naive-bayes xgboost logistic-regression tf-idf gradient-boosted-trees text-difficulty

UpdatedJun 17, 2021
Jupyter Notebook

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