"Class" (Net Encoder)

NetEncoder[{"Class",classes}]

represents an encoder that converts a class label in the list classes to an integer code.

NetEncoder[{"Class",classes,form}]

represents an encoder that converts class labels to the output type form.

Details

  • NetEncoder[][input] applies the encoder to an input to produce an output.
  • NetEncoder[][{input1,input2,}] applies the encoder to a list of inputs to produce a list of outputs.
  • The input to the encoder inputi must be an element in the list classes.
  • When form is "Index" (the default), the output of the encoder is the integer that is the position of input in classes.
  • When form is "UnitVector", the output of the encoder is an n-dimensional unit vector in the p^(th) direction, where p is the position of input in classes, and n is the length of classes.
  • An encoder can be attached to an input port of a net by specifying "port"->TemplateBox[{NetEncoder, paclet:ref/NetEncoder}, RefLink, BaseStyle -> {InlineFormula}][] when constructing the net.

Examples

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Basic Examples  (1)

Create a class encoder with two classes:

Apply it to a batch of inputs:

Scope  (1)

The default output form is to encode classes as integers:

Specifying the "UnitVector" form will encode classes as "one-hot" vectors:

Properties & Relations  (1)

NetTrain will automatically try attach an encoder when a net is not fully specified. Automatic attachment of a class encoder:

Automatic attachment of an image encoder:

Introduced in 2018
 (11.3)