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Feature_Engineering_with_Python

In this repository, we will do feature engineering with Python.

What we'll cover in this repository?

Feature Engineering

  • ✅Outliers
    • Catching Outliers
    • Re-assignment with Thresholds
    • Local Outlier Factor (LOF)
  • ✅Missing Values
    • Solving the Missing Value Problem
    • Advanced Analytics
  • ✅Encoding Scaling
    • Label Encoding
    • One Hot Encoding
    • Rare Encoding
    • Feature Scaling
  • ✅Feature Extraction
    • Binary Features
    • Text Features
    • Regex Features
    • Date Features
    • Feature Interaction
  • ✅Feature Engineering Examples