preprocmachine 0.0.2

A tool to automate preprocessing phase.

preprocmachine

A tool to automate preprocessing phase.

• Free software: MIT license

• Documentation: https://preprocmachine.readthedocs.io.

Features

• Takes a pandas dataframe as input along with target attribute

• Expandable library of self-contained modules containing preprocessing techniques available to use

  • Normalization

  • Imputation

  • Feature Selection

  • Outlier Detection

  • Duplicate Detection

• Provides flexibility to include a user defined preprocessing method if required

• Algorithm is flexible enough to work with any user defined ML algorithm

• Utilizes Epsilon greedy algorithm to determine the preprocessing steps

• Once algorithm execution is complete, it will return following:

  • Processed Dataset

  • metric to evaluate the performance with comparison to performance before preprocessing

  • Series of Preprocessing Steps involved to reach this performance

Credits

• Inspiration was taken from a published paper and open source project Learn2Clean: https://github.com/LaureBerti/Learn2Clean

History

0.0.1 (2021-12-01)

• First release on PyPI.