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nni

microsoft / nni

Star 14.3k

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

Updated Jul 3, 2024
Python

EpistasisLab / tpot

Star 10k

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

Updated Aug 12, 2025
Jupyter Notebook

autogluon

autogluon / autogluon

Star 9.3k

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

Updated Aug 29, 2025
Python

autokeras

keras-team / autokeras

Star 9.3k

AutoML library for deep learning

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

Updated Dec 16, 2024
Python

automl / auto-sklearn

Sponsor

Star 7.9k

Automated Machine Learning with scikit-learn

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

Updated Aug 26, 2025
Python

featuretools

alteryx / featuretools

Star 7.5k

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

Updated Sep 1, 2025
Python

microsoft / FLAML

Star 4.2k

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

Updated Aug 30, 2025
Jupyter Notebook

mljar-supervised

mljar / mljar-supervised

Star 3.2k

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

Updated Jul 7, 2025
Python

salesforce / TransmogrifAI

Star 2.3k

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

Updated Sep 29, 2023
Scala

AutoViML / AutoViz

Star 1.8k

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