gradient-boosting

There are 25 repositories under gradient-boosting topic.

shap / shap
A game theoretic approach to explain the output of any machine learning model.
deep-learning explainability gradient-boosting interpretability machine-learning shap shapley
Language:Jupyter Notebook 24377
LightGBM
microsoft / LightGBM
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.
data-mining decision-trees distributed gbdt gbm gbrt gradient-boosting kaggle lightgbm machine-learning microsoft parallel python r
Language:C++ 17594
ddbourgin / numpy-ml
Machine learning, in numpy
machine-learning neural-networks topic-modeling gaussian-mixture-models hidden-markov-models gradient-boosting bayesian-inference wavenet vae resnet lstm wgan-gp attention reinforcement-learning good-turing-smoothing knn mfcc gaussian-processes word2vec
Language:Python 16145
EpistasisLab / tpot
A Python Automated Machine Learning tool that optimizes machine learning pipelines using genetic programming.
adsp ag066833 aiml alzheimer alzheimers automated-machine-learning automation automl data-science feature-engineering gradient-boosting hyperparameter-optimization machine-learning model-selection nia parameter-tuning python random-forest scikit-learn u01ag066833
Language:Jupyter Notebook 9979
catboost / catboost
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.
big-data catboost categorical-features coreml cuda data-mining data-science decision-trees gbdt gbm gpu gpu-computing gradient-boosting kaggle machine-learning python r tutorial
Language:C++ 8576
interpretml / interpret
Fit interpretable models. Explain blackbox machine learning.
machine-learning interpretability gradient-boosting blackbox scikit-learn xai interpretml interpretable-machine-learning interpretable-ai transparency iml interpretable-ml explainable-ml explainability bias ai artificial-intelligence explainable-ai differential-privacy
Language:C++ 6675
awesome-decision-tree-papers
benedekrozemberczki / awesome-decision-tree-papers
A collection of research papers on decision, classification and regression trees with implementations.
decision-tree decision-tree-classifier gradient-boosting gradient-boosting-machine regression-tree cart machine-learning machine-learning-research random-forest xgboost lightgbm catboost classification-trees decision-tree-model decision-tree-learning classification-model classifier tree-ensemble ensemble-learning statistical-learning
Language:Python 2423
stanfordmlgroup / ngboost
Natural Gradient Boosting for Probabilistic Prediction
machine-learning gradient-boosting natural-gradients uncertainty-estimation ngboost python
Language:Python 1771
awesome-fraud-detection-papers
benedekrozemberczki / awesome-fraud-detection-papers
A curated list of data mining papers about fraud detection.
fraud-detection fraud-prevention fraud-checker fraud-management fraud-explorer classification data-science churn credit-scoring deep-learning random-forest gradient-boosting data-mining link-prediction graph-classification classifier logistic-regression credit-card-fraud credit-card-validation credit-card-fraud-detection
Language:Python 1734
ClimbsRocks / auto_ml
[UNMAINTAINED] Automated machine learning for analytics & production
machine-learning data-science automated-machine-learning gradient-boosting scikit-learn python machine-learning-pipelines machine-learning-library production-ready automl lightgbm analytics feature-engineering hyperparameter-optimization deep-learning xgboost keras deeplearning tensorflow artificial-intelligence
Language:Python 1653
TorchEnsemble-Community / Ensemble-Pytorch
A unified ensemble framework for PyTorch to improve the performance and robustness of your deep learning model.
pytorch pytorch-tutorial ensemble-learning ensemble deeplearning neural-networks deep-learning gradient-boosting voting-classifier bagging
Language:Python 1034
awesome-gradient-boosting-papers
benedekrozemberczki / awesome-gradient-boosting-papers
A curated list of gradient boosting research papers with implementations.
gradient-boosting gradient-boosting-classifier gradient-boosting-machine gradient-boosted-trees gradient-boosting-decision-trees xgboost xgboost-algorithm catboost lightgbm random-forest decision-tree classification-algorithm classification-trees machine-learning deep-learning h2o classifier classification-tree adaboost boosting
Language:Python 1026
sberbank-ai-lab / LightAutoML
LAMA - automatic model creation framework
automl classification regression multiclass pytorch nlp model-selection parameter-tuning automated-machine-learning lama pipeline data-science feature-engineering ensembling stacking kaggle gradient-boosting linear-model blackbox whitebox
Language:Python 925
Freemanzxp / GBDT_Simple_Tutorial
python实现GBDT的回归、二分类以及多分类，将算法流程详情进行展示解读并可视化，庖丁解牛地理解GBDT。Gradient Boosting Decision Trees regression, dichotomy and multi-classification are realized based on python, and the details of algorithm flow are displayed, interpreted and visualized to help readers better understand Gradient Boosting Decision Trees
gbdt gradient-boosting gradient-boosting-decision-trees machine-learning gnm
Language:Python 736
tensorflow / decision-forests
A collection of state-of-the-art algorithms for the training, serving and interpretation of Decision Forest models in Keras.
python machine-learning random-forest tensorflow ml decision-trees gradient-boosting interpretability decision-forest keras
Language:Python 691
x4nth055 / emotion-recognition-using-speech
Building and training Speech Emotion Recognizer that predicts human emotions using Python, Sci-kit learn and Keras
machine-learning speech-emotion-recognition emotion-recognition emotion-recognizer sklearn kneighborsclassifier random-forest-classifier mfcc feature-extraction emotion-detection keras support-vector-machine gradient-boosting mlp-classifier librosa deep-learning neural-networks recurrent-neural-networks
Language:Python 646
google / yggdrasil-decision-forests
A library to train, evaluate, interpret, and productionize decision forest models such as Random Forest and Gradient Boosted Decision Trees.
cpp cli tensorflow machine-learning ml decision-trees decision-forest random-forest gradient-boosting cart interpretability distributed-computing go javascript pypi python
Language:C++ 606
zygmuntz / hyperband
Tuning hyperparams fast with Hyperband
hyperparameters hyperparameter-optimization hyperparameter-tuning gradient-boosting-classifier gradient-boosting machine-learning
Language:Python 594
perpetual-ml / perpetual
A self-generalizing gradient boosting machine that doesn't need hyperparameter optimization
rust gbdt gbm gradient-boosted-trees gradient-boosting gradient-boosting-decision-trees kaggle machine-learning python
Language:Rust 527
serengil / chefboost
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
decision-trees gradient-boosting gradient-boosting-machine random-forest adaboost id3 c45-trees cart regression-tree gbm data-mining gradient-boosting-machines data-science kaggle gbdt gbrt machine-learning python categorical-features
Language:Python 480
siboehm / lleaves
Compiler for LightGBM gradient-boosted trees, based on LLVM. Speeds up prediction by ≥10x.
python lightgbm llvm decision-trees gradient-boosting machine-learning
Language:Python 441
elucideye / drishti
Real time eye tracking for embedded and mobile devices.
hunter ios android gradient-boosting object-detection face-detection xgboost eye-tracking acf face-tracking dlib c-plus-plus drishti
Language:C++ 398
rickiepark / handson-ml
도서 "핸즈온 머신러닝"의 예제와 연습문제를 담은 주피터 노트북입니다.
deep-learning machine-learning tensorflow scikit-learn python neural-network recurrent-neural-networks reinforcement-learning autoencoder deep-neural-networks ensemble-learning svm random-forest gradient-boosting xgboost
Language:Jupyter Notebook 290
EpistasisLab / tpot2
A Python Automated Machine Learning tool that optimizes machine learning pipelines using genetic programming.
adsp aiml alzheimer alzheimers automated-machine-learning automation automl data-science feature-engineering gradient-boosting hyperparameter-optimization machine-learning model-selection nia parameter-tuning python random-forest scikit-learn ag066833 lm010098
Language:Jupyter Notebook 239
cheng-li / pyramid
Open source Machine Learning library written in Java
machine-learning machine-learning-library java gradient-boosting multi-label-classification
Language:Java 189
Evovest / EvoTrees.jl
Boosted trees in Julia
gradientboosting machine-learning julia gradient-boosting gbrt decision-tree regression quantile boosted-trees poisson logistic
Language:Julia 188
arogozhnikov / infiniteboost
InfiniteBoost: building infinite ensembles with gradient descent
machine-learning research gradient-boosting random-forest experiments
Language:Jupyter Notebook 183
ml-academy-ai / Machine-Learning-Roadmap
Machine Learning Roadmap for 2025. Step-by-step guide to become a Data Scientist. Covers the best free learning resources from Python basics to Deep Learning and MLOps.
data data-mining data-science deep-learning genai gradient-boosting machine-learning machine-learning-algorithms roadmap
153
feedzai / fairgbm
Train Gradient Boosting models that are both high-performance *and* Fair!
gbm lightgbm fairness fairness-ml gradient-boosting tabular-data
Language:C++ 105
soda-inria / hazardous
Competing Risks and Survival Analysis
competing-risks data-science gradient-boosting machine-learning survival-analysis
Language:Python 105
tigerlily
benedekrozemberczki / tigerlily
TigerLily: Finding drug interactions in silico with the Graph.
node embedding node-embedding graph-embedding ddi drug-drug-interaction gradient-boosting graph pharmaceuticals network-science biology heterogeneous-graph knowledge-graph deep-learning machine-learning unsupervised-learning tigergraph graph-database graph-machine-learning
Language:Jupyter Notebook 99
qiyiping / gbdt
machine-learning boosting-algorithms gbm gradient-boosting gradient-boosting-machine gbdt gbrt gradient-boosting-decision-trees
Language:C++ 94
pfnet-research / autogbt-alt
An experimental Python package that reimplements AutoGBT using LightGBM and Optuna.
python lightgbm machine-learning gradient-boosting kaggle automl
Language:Python 82
Blunde1 / agtboost
Adaptive and automatic gradient boosting computations.
machine-learning gradient-boosting information-theory adaptive-learning
Language:R 69
bsharchilev / influence_boosting
Supporting code for the paper "Finding Influential Training Samples for Gradient Boosted Decision Trees"
python catboost influence-functions machine-learning machine-learning-algorithms paper gradient-boosting
Language:Python 68
serengil / decision-trees-for-ml
Building Decision Trees From Scratch In Python
decision-tree gradient-boosting gradient-boosting-machine boosting bagging id3 c45 cart regression-trees lightgbm xgboost random-forest machine-learning gbm adaboost
Language:Jupyter Notebook 68

gradient-boosting

shap / shap

microsoft / LightGBM

ddbourgin / numpy-ml

EpistasisLab / tpot

catboost / catboost

interpretml / interpret

benedekrozemberczki / awesome-decision-tree-papers

stanfordmlgroup / ngboost

benedekrozemberczki / awesome-fraud-detection-papers

ClimbsRocks / auto_ml

TorchEnsemble-Community / Ensemble-Pytorch

benedekrozemberczki / awesome-gradient-boosting-papers

sberbank-ai-lab / LightAutoML

Freemanzxp / GBDT_Simple_Tutorial

tensorflow / decision-forests

x4nth055 / emotion-recognition-using-speech

google / yggdrasil-decision-forests

zygmuntz / hyperband

perpetual-ml / perpetual

serengil / chefboost

siboehm / lleaves

elucideye / drishti

rickiepark / handson-ml

EpistasisLab / tpot2

cheng-li / pyramid

Evovest / EvoTrees.jl

arogozhnikov / infiniteboost

ml-academy-ai / Machine-Learning-Roadmap

feedzai / fairgbm

soda-inria / hazardous

benedekrozemberczki / tigerlily

qiyiping / gbdt

pfnet-research / autogbt-alt

Blunde1 / agtboost

bsharchilev / influence_boosting

serengil / decision-trees-for-ml