kumoai.encoder.Scaler#

class kumoai.encoder.Scaler[source]#

Bases: StrEnum

Kumo-supported numerical value scaling strategies.

STANDARD = 'standard'#

Scale values with z-score normalization. Equivalent to StandardScaler.

MINMAX = 'minmax'#

Scale values by subtracting the minimum value and dividing by the range. Equivalent to MinMaxScaler.

ROBUST = 'robust'#

Scale values by subtracting the median and dividng by the range between the first and third quartiles. Equivalent to RobustScaler.