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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.

microsoft python machine-learning data-mining r parallel distributed kaggle gbdt gbm lightgbm gbrt decision-trees gradient-boosting

Updated Oct 16, 2025
C++

microsoft / SynapseML

Simple and Distributed Machine Learning

microsoft http opencv data-science machine-learning scala big-data ai spark apache-spark deep-learning azure ml pyspark lightgbm cognitive-services databricks synapse model-deployment onnx

Updated Oct 14, 2025
Scala

mljar-supervised

mljar / mljar-supervised

Python package for AutoML on Tabular Data with Feature Engineering, Hyper-Parameters Tuning, Explanations and Automatic Documentation

data-science machine-learning neural-network random-forest scikit-learn xgboost hyperparameter-optimization lightgbm ensemble feature-engineering decision-tree hyper-parameters automl automated-machine-learning catboost mljar automl-api automl-python

Updated Jul 7, 2025
Python

BayesWitnesses / m2cgen

Transform ML models into a native code (Java, C, Python, Go, JavaScript, Visual Basic, C#, R, PowerShell, PHP, Dart, Haskell, Ruby, F#, Rust) with zero dependencies

javascript ruby python c java go rust php machine-learning haskell r lightning csharp scikit-learn statistical-learning xgboost lightgbm statsmodels dartlang

Updated Aug 3, 2024
Python

TeamHG-Memex / eli5

A library for debugging/inspecting machine learning classifiers and explaining their predictions

python nlp data-science machine-learning scikit-learn xgboost lightgbm inspection explanation crfsuite

Updated Apr 19, 2025
Jupyter Notebook

mars-project / mars

Mars is a tensor-based unified framework for large-scale data computation which scales numpy, pandas, scikit-learn and Python functions.

python machine-learning tensorflow numpy scikit-learn pandas pytorch xgboost lightgbm tensor dask ray dataframe statsmodels joblib

Updated Jan 2, 2024
Python

microsoft / DMTK

Microsoft Distributed Machine Learning Toolkit

microsoft machine-learning lightgbm multiverso dmtk

Updated Sep 12, 2018

awesome-decision-tree-papers

benedekrozemberczki / awesome-decision-tree-papers

A collection of research papers on decision, classification and regression trees with implementations.

classifier machine-learning random-forest statistical-learning xgboost lightgbm gradient-boosting-machine ensemble-learning cart decision-tree tree-ensemble decision-tree-classifier gradient-boosting classification-trees decision-tree-learning decision-tree-model classification-model catboost regression-tree machine-learning-research

Updated Mar 16, 2024
Python

ClimbsRocks / auto_ml

[UNMAINTAINED] Automated machine learning for analytics & production

python data-science machine-learning deep-learning analytics tensorflow scikit-learn keras artificial-intelligence xgboost hyperparameter-optimization lightgbm machine-learning-library deeplearning production-ready feature-engineering machine-learning-pipelines automl gradient-boosting automated-machine-learning

Updated Feb 10, 2021
Python

AxeldeRomblay / MLBox

MLBox is a powerful Automated Machine Learning python library.

encoding data-science machine-learning deep-learning pipeline optimization keras regression prediction distributed kaggle xgboost classification lightgbm preprocessing drift automl stacking automated-machine-learning auto-ml

Updated Aug 6, 2023
Python

skforecast / skforecast

Time series forecasting with machine learning models

python data-science machine-learning time-series scikit-learn xgboost forecasting lightgbm arima lstm-neural-networks sarimax probabilistic-forecasting direct-forecasting exogenous-predictors multi-series-forecasting multi-step-forecasting backtesting-forecasters quantile-forecasting multiple-time-series-forecasting autoregressive-forecasting

Updated Oct 16, 2025
Python

xorbitsai / xorbits

Scalable Python DS & ML, in an API compatible & lightning fast way.

python distributed-systems data-science machine-learning scalable numpy ml pandas xgboost lightgbm

Updated Apr 24, 2025
Python

DeepWisdom / AutoDL

Automated Deep Learning without ANY human intervention. 1'st Solution for AutoDL challenge@NeurIPS.

python data-science machine-learning big-data ai tensorflow pytorch artificial-intelligence model-selection lightgbm resnet deeplearning feature-engineering nas multi-label automl automated-machine-learning autodl autodl-challenge full-automl

Updated Sep 23, 2022
Python

ryfeus / lambda-packs

Precompiled packages for AWS Lambda

python opencv aws aws-lambda serverless phantomjs tensorflow numpy sklearn keras selenium tesseract pillow pandas pytorch spacy lightgbm wrk hdf skimage

Updated Nov 9, 2023
Python

Nixtla / mlforecast

Scalable machine 🤖 learning for time series forecasting.

python machine-learning time-series forecast xgboost forecasting lightgbm dask

Updated Oct 16, 2025
Python

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

Updated Mar 16, 2024
Python

SeldonIO / MLServer

An inference server for your machine learning models, including support for multiple frameworks, multi-model serving and more

machine-learning scikit-learn xgboost lightgbm seldon-core mlflow kfserving

Updated Oct 13, 2025
Python

hyperparameter_hunter

HunterMcGushion / hyperparameter_hunter

Easy hyperparameter optimization and automatic result saving across machine learning algorithms and libraries

python data-science machine-learning ai deep-learning neural-network optimization scikit-learn sklearn keras ml artificial-intelligence xgboost hyperparameter-optimization experimentation lightgbm feature-engineering hyperparameter-tuning catboost rgf

Updated Jan 20, 2021
Python

elastic / eland

Python Client and Toolkit for DataFrames, Big Data, Machine Learning and ETL in Elasticsearch

python elasticsearch machine-learning big-data etl scikit-learn pandas lightgbm data-analysis dataframe dataframes time-series-forecasting eland

Updated Oct 15, 2025
Python

HuangCongQing / AI_competitions

AI比赛相关信息汇总

ai sklearn logistic xgboost lightgbm matplotlib competitions agg sklearn-classify catboost

Updated Jan 26, 2023

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