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Core functionality for lightweight, collaborative data science projects

Project description

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ballet

A lightweight framework for collaborative data science projects with a focus on feature engineering.

  • ballet defines robust Feature and FeaturePipeline objects built alongside the sklearn_pandas project, as well as providing a host of other functionality.
  • ballet.eng is a library of versatile transformers for feature engineering built on top of the base Feature abstraction.

Note: ballet is under active development, please report all bugs.

History

0.5 (2018-10-14)

  • Add project template and ballet-quickstart command
  • Add project structure checks and feature API checks
  • Implement multi-stage validation routine driver

0.4 (2018-09-21)

  • Implement Modeler for versatile modeling and evaluation
  • Change project name

0.3 (2018-04-28)

  • Implement PullRequestFeatureValidator
  • Add util.travis, util.modutil, util.git util modules

0.2

  • Implement ArrayLikeEqualityTestingMixin
  • Implement get_contrib_features

0.1

  • First release on PyPI

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