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开源软件名称(OpenSource Name):automl/auto-sklearn开源软件地址(OpenSource Url):https://github.com/automl/auto-sklearn开源编程语言(OpenSource Language):Python 99.6%开源软件介绍(OpenSource Introduction):auto-sklearnauto-sklearn is an automated machine learning toolkit and a drop-in replacement for a scikit-learn estimator. Find the documentation here. Quick links: auto-sklearn in one imageauto-sklearn in four lines of codeimport autosklearn.classification
cls = autosklearn.classification.AutoSklearnClassifier()
cls.fit(X_train, y_train)
predictions = cls.predict(X_test) Relevant publicationsIf 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.
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.
Also, have a look at the blog on automl.org where we regularly release blogposts. |
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