/awesome-automl

A curated list of Automated Machine Learning (AutoML) libraries and tools writen in python.

MIT LicenseMIT

Source: Axel de Romblay, 2019 MLBox 0.8.2

Awesome AutoML

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Awesome AutoML is a curated list of automated machine learning libraries and tools, inspired by awesome-automl-papers, awesome-AutoML-and-Lightweight-Models, awesome-AutoML, awesome-automl and other repositories.

Comparison

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Table

Name Source Classification Regression Clustering Time series Image Classification Object Detection NLP Tasks Data cleaning Feature Engineering Feature Selection Hyperparameter Tuning Model Selection Model Evaluation
AutoGluon https://github.com/awslabs/autogluon
AutoKeras https://github.com/keras-team/autokeras
Auto-PyTorch https://github.com/automl/Auto-PyTorch
auto-sklearn https://github.com/automl/auto-sklearn
FEDOT https://github.com/nccr-itmo/FEDOT
LightAutoML https://github.com/sberbank-ai-lab/LightAutoML
NNI https://github.com/microsoft/nni
TPOT https://github.com/EpistasisLab/tpot

Latest update

Updated on 24. June 2023 07:22:10 UTC