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feets's Introduction

feets: Feature Exploration and Elimination ToolS

Here is some code to do some rudimentary eda and feature elimination

  • using xgboost to determine which features are more important that random noise
  • ..etc etc.. more to come.

feets's People

Contributors

scottmgustafson avatar

Watchers

James Cloos avatar  avatar

feets's Issues

[FEA] implementation of RFE

It would be nice to have an implementation of RFE.

some requirements:

  • list-based feature dropping: user supplies [40, 20, 10] features means it would fit 4 rounds like [<all feats>, top 40, top 20, top 10]
  • fixed-number-based feature dropping. e.g. if N features desired, fit in 4 rounds: can fit [<all feats>, top_n+40, top_n+20, top_n] if the fixed number is 20 features for fixed-number based dropping
  • each round, rank top N features fitted. average all ranks from each round. return top N features
  • use sklearn-style API
  • support for doing it in CV

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