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Jan 23, 2018 · Artificial Intelligence

Feature Engineering for Structured Data: Normalization, Encoding & Interaction

This article explains the fundamentals of feature engineering for structured data, covering why and how to normalize numerical features, various categorical encoding techniques, methods for creating high‑dimensional interaction features, and decision‑tree based strategies for efficiently discovering valuable feature combinations.