auto-sklearn is an automated machine learning toolkit and a drop-in replacement for a scikit-learn estimator. auto-sklearn frees a machine learning user from algorithm selection and hyperparameter tuning. It leverages recent advantages in Bayesian optimization, meta-learning and ensemble construction. Auto-sklearn 2.0 includes latest research on automatically configuring the AutoML system itself and contains a multitude of improvements which speed up the fitting the AutoML system. auto-sklearn 2.0 works the same way as regular auto-sklearn. auto-sklearn is licensed the same way as scikit-learn, namely the 3-clause BSD license.

Features

  • Supports practitioners and researchers with the tedious task of designing machine learning pipelines
  • Enables AutoML systems to work well on large datasets under rigid time limits
  • PoSH Auto-sklearn introduces even more ways of running AutoML
  • auto-sklearn frees a machine learning user from algorithm selection and hyperparameter tuning
  • auto-sklearn is licensed the same way as scikit-learn, namely the 3-clause BSD license

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Categories

Machine Learning

License

BSD License

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Additional Project Details

Programming Language

Python

Related Categories

Python Machine Learning Software

Registered

2021-10-07