Deep.Net


Normalizer

Namespace: Datasets
Parent Module: NormalizationTypes

normalization operation to perform

Union Cases

Union CaseDescription
NoNormalizer
Signature:

no normalization

PCAWhitening(nComponents)
Signature: int64 option

Apply Principal Component Analysis (PCA) whitening. Optionally specify how many components to keep.

Rescaling
Signature:

rescale the range of every feature to [0, 1]

ScaleToUnitLength
Signature:

scale the feature vector so that it has L2-norm one

Standardization(keepZeroOne)
Signature: bool

Make each feature have zero mean and unit variance. If keepZeroOne is true, then features that contain only the values 0 and 1 are left untouched.

ZCAWhitening
Signature:

Apply ZCA whitening. Optionally specify how many dimensions to keep.

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