Need help with auto-sklearn?
Click the “chat” button below for chat support from the developer who created it, or find similar developers for support.

About the developer

automl
5.8K Stars 1.1K Forks BSD 3-Clause "New" or "Revised" License 2.6K Commits 115 Opened issues

Description

Automated Machine Learning with scikit-learn

Services available

!
?

Need anything else?

Contributors list

auto-sklearn

auto-sklearn is an automated machine learning toolkit and a drop-in replacement for a scikit-learn estimator.

Find the documentation here. Quick links: * Installation Guide * Releases * Manual * Examples * API

auto-sklearn in one image

image

auto-sklearn in four lines of code

import autosklearn.classification
cls = autosklearn.classification.AutoSklearnClassifier()
cls.fit(X_train, y_train)
predictions = cls.predict(X_test)

Relevant publications

If you use auto-sklearn in scientific publications, we would appreciate citations.

Efficient and Robust Automated Machine Learning
Matthias Feurer, Aaron Klein, Katharina Eggensperger, Jost Springenberg, Manuel Blum and Frank Hutter
Advances in Neural Information Processing Systems 28 (2015)

Link to publication.

@inproceedings{feurer-neurips15a,
  title     = {Efficient and Robust Automated Machine Learning},
  author    = {Matthias Feurer, Aaron Klein, Katharina Eggensperger, Jost Springenberg, Manuel Blum and Frank Hutter},
  booktitle = {Advances in Neural Information Processing Systems 28 (2015)},
  pages     = {2962--2970},
  year      = {2015}
}

Auto-Sklearn 2.0: The Next Generation
Matthias Feurer, Katharina Eggensperger, Stefan Falkner, Marius Lindauer and Frank Hutter*
arXiv:2007.04074 [cs.LG], 2020

Link to publication.

@inproceedings{feurer-arxiv20a,
  title     = {Auto-Sklearn 2.0: The Next Generation},
  author    = {Matthias Feurer, Katharina Eggensperger, Stefan Falkner, Marius Lindauer and Frank Hutter},
  booktitle = {arXiv:2007.04074 [cs.LG]},
  year      = {2020}
}

Also, have a look at the blog on automl.org where we regularly release blogposts.

We use cookies. If you continue to browse the site, you agree to the use of cookies. For more information on our use of cookies please see our Privacy Policy.