Standardization
Standardization and normalization of numeric columns
ScaleStandard
ScaleStandard(self, inputs)
A step for normalizing select numeric columns to have a standard deviation of one and a mean of zero.
Parameters
Name | Type | Description | Default |
---|---|---|---|
inputs |
SelectionType | A selection of columns to normalize. All columns must be numeric. | required |
Examples
>>> import ibis_ml as ml
Normalize all numeric columns.
>>> step = ml.ScaleStandard(ml.numeric())
Normalize a specific set of columns.
>>> step = ml.ScaleStandard(["x", "y"])