Computer scienceData scienceInstrumentsScikit-learnData preprocessing with scikit-learn

Additional feature scaling techniques in scikit-learn

Theory

The scaler match

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Match the scaler to it's short description:

Match the items from left and right columns

PowerTransformer

RobustScaler

QuantileTransformer

Transforms the feature to a uniform distribution

Suitable for dealing with many outliers without affecting the original distribution

Transforms the features to have a Gaussian distribution, supports 2 transformations: for strictly positive values and both the positive and negative values

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