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2 changes: 1 addition & 1 deletion docs/ml-features.md
Original file line number Diff line number Diff line change
Expand Up @@ -1429,7 +1429,7 @@ for more details on the API.

## Imputer

The `Imputer` transformer completes missing values in a dataset, either using the mean or the
The `Imputer` estimator completes missing values in a dataset, either using the mean or the
median of the columns in which the missing values are located. The input columns should be of
`DoubleType` or `FloatType`. Currently `Imputer` does not support categorical features and possibly
creates incorrect values for columns containing categorical features. Imputer can impute custom values
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