Imputation

Imputation is the process of replacing a missing value with a substituted, “best guess” value. Imputation should be one of the first feature engineering steps you take as it will affect any downstream preprocessing.

• Estimated statistic (mean, median, mode) <– avoid this method!

• KNN

• Tree-based

• MICE (not available in tidymodels recipes)