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Glossary: ML in Production

Imputation

Also written: SimpleImputer, fill missing

Filling in missing values before modeling, for example with the column's median for numbers or "unknown" for categories. The same filling must happen in training and serving.

Where the book teaches it

Related terms

Training-serving skewPipeline (scikit-learn)