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microsoft /nni

Star14.2k

An open source AutoML toolkit for automate machine learning lifecycle, including feature engineering, neural architecture search, model compression and hyper-parameter tuning.

python data-science machine-learning deep-learning neural-network tensorflow machine-learning-algorithms pytorch distributed hyperparameter-optimization feature-engineering nas bayesian-optimization hyperparameter-tuning automl automated-machine-learning model-compression neural-architecture-search deep-neural-network mlops

UpdatedJul 3, 2024
Python

EpistasisLab /tpot

Star9.9k

A Python Automated Machine Learning tool that optimizes machine learning pipelines using genetic programming.

python data-science machine-learning automation random-forest scikit-learn aiml model-selection hyperparameter-optimization feature-engineering automl gradient-boosting automated-machine-learning parameter-tuning alzheimer alzheimers nia adsp ag066833 u01ag066833

UpdatedJul 3, 2025
Jupyter Notebook

keras-team /autokeras

Star9.2k

AutoML library for deep learning

python machine-learning deep-learning tensorflow keras automl automated-machine-learning neural-architecture-search autodl

UpdatedDec 16, 2024
Python

autogluon /autogluon

Star9.2k

Fast and Accurate ML in 3 Lines of Code

python data-science machine-learning natural-language-processing computer-vision deep-learning time-series scikit-learn tabular-data pytorch forecasting hyperparameter-optimization ensemble-learning object-detection transfer-learning structured-data gluon automl automated-machine-learning autogluon

UpdatedJul 18, 2025
Python

automl /auto-sklearn

Sponsor

Star7.9k

Automated Machine Learning with scikit-learn

scikit-learn hyperparameter-optimization bayesian-optimization hyperparameter-tuning automl automated-machine-learning smac meta-learning hyperparameter-search metalearning

UpdatedJun 26, 2025
Python

alteryx /featuretools

Star7.5k

An open source python library for automated feature engineering

python data-science machine-learning scikit-learn feature-engineering automl automated-machine-learning automated-feature-engineering

UpdatedJul 7, 2025
Python

microsoft /FLAML

Star4.2k

A fast library for AutoML and tuning. Join our Discord:https://discord.gg/Cppx2vSPVP.

python data-science machine-learning natural-language-processing deep-learning random-forest scikit-learn jupyter-notebook tabular-data regression tuning hyperparameter-optimization classification natural-language-generation automl automated-machine-learning finetuning timeseries-forecasting hyperparam

UpdatedJul 9, 2025
Jupyter Notebook

mljar /mljar-supervised

Star3.2k

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

UpdatedJul 7, 2025
Python

salesforce /TransmogrifAI

Star2.3k

TransmogrifAI (pronounced trăns-mŏgˈrə-fī) is an AutoML library for building modular, reusable, strongly typed machine learning workflows on Apache Spark with minimal hand-tuning

machine-learning scala ai spark dsl transformations ml transformers estimators sparkml pipelines salesforce structured-data feature-engineering features einstein automl automated-machine-learning transmogrification transmogrify

UpdatedSep 29, 2023
Scala

AutoViML /AutoViz

Star1.8k

Automatically Visualize any dataset, any size with a single line of code. Created by Ram Seshadri. Collaborators Welcome. Permission Granted upon Request.

visualization python machine-learning scikit-learn python3 xgboost tableau automl tpot automated-machine-learning auto-sklearn automl-algorithms