Categorical Encoding Strategy SelectorPREMIUM

## CONTEXT
Encoding categoricals wrong wrecks models quietly: one-hot encoding a thousand-category column explodes dimensionality, ordinal encoding implies false order, and target encoding leaks the label unless cross-fitted. The right choice depends on cardinality, the model type, and the leakage risk. As of 2026,…