gradient-boosting

There are 23 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 22189
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++ 16386
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 14851
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:Python 9604
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:Python 7919
interpretml / interpret
Fit interpretable models. Explain blackbox machine learning.
ai artificial-intelligence bias blackbox differential-privacy explainability explainable-ai explainable-ml gradient-boosting iml interpretability interpretable-ai interpretable-machine-learning interpretable-ml interpretml machine-learning scikit-learn transparency xai
Language:C++ 6148
awesome-decision-tree-papers
benedekrozemberczki / awesome-decision-tree-papers
A collection of research papers on decision, classification and regression trees with implementations.
cart catboost classification-model classification-trees classifier decision-tree decision-tree-classifier decision-tree-learning decision-tree-model ensemble-learning gradient-boosting gradient-boosting-machine lightgbm machine-learning machine-learning-research random-forest regression-tree statistical-learning tree-ensemble xgboost
Language:Python 2355
ClimbsRocks / auto_ml
[UNMAINTAINED] Automated machine learning for analytics & production
analytics artificial-intelligence automated-machine-learning automl data-science deep-learning deeplearning feature-engineering gradient-boosting hyperparameter-optimization keras lightgbm machine-learning machine-learning-library machine-learning-pipelines production-ready python scikit-learn tensorflow xgboost
Language:Python 1641
stanfordmlgroup / ngboost
Natural Gradient Boosting for Probabilistic Prediction
gradient-boosting machine-learning natural-gradients ngboost python uncertainty-estimation
Language:Python 1626
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 1582
TorchEnsemble-Community / Ensemble-Pytorch
A unified ensemble framework for PyTorch to improve the performance and robustness of your deep learning model.
bagging deep-learning deeplearning ensemble ensemble-learning gradient-boosting neural-networks pytorch pytorch-tutorial voting-classifier
Language:Python 1055
awesome-gradient-boosting-papers
benedekrozemberczki / awesome-gradient-boosting-papers
A curated list of gradient boosting research papers with implementations.
adaboost boosting catboost classification-algorithm classification-tree classification-trees classifier decision-tree deep-learning gradient-boosted-trees gradient-boosting gradient-boosting-classifier gradient-boosting-decision-trees gradient-boosting-machine h2o lightgbm machine-learning random-forest xgboost xgboost-algorithm
Language:Python 992
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 887
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 713
tensorflow / decision-forests
A collection of state-of-the-art algorithms for the training, serving and interpretation of Decision Forest models in Keras.
decision-forest decision-trees gradient-boosting interpretability keras machine-learning ml python random-forest tensorflow
Language:Python 655
zygmuntz / hyperband
Tuning hyperparams fast with Hyperband
hyperparameters hyperparameter-optimization hyperparameter-tuning gradient-boosting-classifier gradient-boosting machine-learning
Language:Python 589
x4nth055 / emotion-recognition-using-speech
Building and training Speech Emotion Recognizer that predicts human emotions using Python, Sci-kit learn and Keras
deep-learning emotion-detection emotion-recognition emotion-recognizer feature-extraction gradient-boosting keras kneighborsclassifier librosa machine-learning mfcc mlp-classifier neural-networks random-forest-classifier recurrent-neural-networks sklearn speech-emotion-recognition support-vector-machine
Language:Python 549
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++ 453
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 449
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++ 389
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 330
rickiepark / handson-ml
도서 "핸즈온 머신러닝"의 예제와 연습문제를 담은 주피터 노트북입니다.
autoencoder deep-learning deep-neural-networks ensemble-learning gradient-boosting machine-learning neural-network python random-forest recurrent-neural-networks reinforcement-learning scikit-learn svm tensorflow xgboost
Language:Jupyter Notebook 287
cheng-li / pyramid
Open source Machine Learning library written in Java
machine-learning machine-learning-library java gradient-boosting multi-label-classification
Language:Java 187
arogozhnikov / infiniteboost
InfiniteBoost: building infinite ensembles with gradient descent
machine-learning research gradient-boosting random-forest experiments
Language:Jupyter Notebook 183
Evovest / EvoTrees.jl
Boosted trees in Julia
gradientboosting machine-learning julia gradient-boosting gbrt decision-tree regression quantile boosted-trees poisson logistic
Language:Julia 175
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 171
feedzai / fairgbm
Train Gradient Boosting models that are both high-performance *and* Fair!
gbm lightgbm fairness fairness-ml gradient-boosting tabular-data
Language:C++ 100
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 97
qiyiping / gbdt
machine-learning boosting-algorithms gbm gradient-boosting gradient-boosting-machine gbdt gbrt gradient-boosting-decision-trees
Language:C++ 93
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 66
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 66
jieyima / Cryptocurrency_Investment_Analysis_and_Modeling
Machine learning regression algorithm on cryptocurrency stock price for the next 30 days.
machine-learning regression plotly bitcoin cryptocurrency portfolio gradient-boosting extra-trees-classifier price-prediction stock-prediction litecoin monero ethereum
Language:Jupyter Notebook 65
perpetual-ml / perpetual
A self-generalizing gradient boosting machine which doesn't need hyperparameter optimization
rust gbdt gbm gradient-boosted-trees gradient-boosting gradient-boosting-decision-trees kaggle machine-learning python
Language:Rust 64
sh1ng / arboretum
Gradient Boosting powered by GPU(NVIDIA CUDA)
arboretum gpu machine-learning cuda gradient-boosting-machine gradient-boosting python
Language:Cuda 64
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 62

gradient-boosting

shap / shap

microsoft / LightGBM

ddbourgin / numpy-ml

EpistasisLab / tpot

catboost / catboost

interpretml / interpret

benedekrozemberczki / awesome-decision-tree-papers

ClimbsRocks / auto_ml

stanfordmlgroup / ngboost

benedekrozemberczki / awesome-fraud-detection-papers

TorchEnsemble-Community / Ensemble-Pytorch

benedekrozemberczki / awesome-gradient-boosting-papers

sberbank-ai-lab / LightAutoML

Freemanzxp / GBDT_Simple_Tutorial

tensorflow / decision-forests

zygmuntz / hyperband

x4nth055 / emotion-recognition-using-speech

google / yggdrasil-decision-forests

serengil / chefboost

elucideye / drishti

siboehm / lleaves

rickiepark / handson-ml

cheng-li / pyramid

arogozhnikov / infiniteboost

Evovest / EvoTrees.jl

EpistasisLab / tpot2

feedzai / fairgbm

benedekrozemberczki / tigerlily

qiyiping / gbdt

pfnet-research / autogbt-alt

Blunde1 / agtboost

bsharchilev / influence_boosting

jieyima / Cryptocurrency_Investment_Analysis_and_Modeling

perpetual-ml / perpetual

sh1ng / arboretum

serengil / decision-trees-for-ml