Target encoding

Target encoding replaces a category with a statistic of the target, often its mean, for that category. It handles variables with many levels well, but easily leaks the target: it must be computed in cross-validation with smoothing. scikit-learn's TargetEncoder does it this way.

Example

TargetEncoder(smooth='auto')

Related concepts

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