Feature Selection with Feature-engine Book - Code Repository
Published August, 2022
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Table of Contents
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Basic Selection Methods
- Removing Constant Features
- Removing Quasi-Constant Features
- Removing Duplicated Features
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Correlation Feature Selection
- Removing Correlated Features
- Smart Correlation
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Univariate Methods
- Single feature classifier
- Target mean encoding
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Other Feature Selection Methods
- Feature Shuffling
- Recursive Feature Elimination
- Recursive Feature Addition