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Machine Learning · Feature engineering
Creating better inputs: ratios, date parts, binning, interactions, log transforms for skewed values, and target-free encodings.
- A good feature makes the pattern easy for the model to see.
- Log-transforming a heavily skewed feature often helps linear models.