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Add edaprep to Feature Engineering - #104

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Add edaprep to Feature Engineering#104
bijay-odyssey wants to merge 1 commit into
krzjoa:masterfrom
bijay-odyssey:patch-1

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Adding edaprep under Feature Engineering > General, at the last position per
contribution rule 2.

edaprep plans a preprocessing pipeline from a dataset profile and explains every
decision it makes in English, naming the statistic behind it -- "median rather
than mean because it is unaffected by the skew (3.22) and by outliers". Learned
state is fitted on the training frame only, and that property is enforced by
tests rather than documented as a convention.

Sits closest to Feature Engine in the existing list, and is pandas-compatible, so
I have added the pandas badge.

  • MIT licensed, pure Python, no compiled code
  • Python 3.9-3.13, CI on Linux, macOS and Windows
  • On PyPI: https://pypi.org/project/edaprep/
  • 358 tests; benchmarks and method in docs/performance.md

Disclosure: I am the author. Happy to move it if another section fits better.

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