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Feature-engine is a sklearn compatible API with the widest toolset for feature engineering and selection.
Features:
320k + downloads per month
2k+ github stars
50 contributors
10k+ doc views per month
What is this Python project?
Most exhaustive collection of transformers for feature engineering including: imputation, categorical encoding, discretization, transformation, feature creation.
Feature engine also contains the widest library of feature selection methods after sklearn.
What's the difference between this Python project and similar ones?
The feature selection methods are not present elsewhere in the python ecosystem.
Many of the feature transformation and creation methods are also not present in other python libraries.
It enriches sklearn capabilities dramatically by adding additional tools to transform and select variables.
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