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Feature
Fundamentals
Measurable input attribute used by a model.
Features are transformed inputs that make relevant structure visible to a model.
- Types: Numerical, categorical, text/image representations, embeddings.
- Engineering: Scaling, encoding, interactions, domain expertise.
- Risks: Leakage (e.g., time features), correlation vs. causation.