Class: DNN::Activations::IdentityMSE

Inherits:
Layers::OutputLayer show all
Defined in:
lib/dnn/core/activations.rb

Instance Method Summary collapse

Methods inherited from Layers::Layer

#build, #built?, #initialize, #prev_layer, #shape, #to_hash

Constructor Details

This class inherits a constructor from DNN::Layers::Layer

Instance Method Details

#backward(y) ⇒ Object 



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# File 'lib/dnn/core/activations.rb', line 159

def backward(y)
  @out - y
end

#forward(x) ⇒ Object 



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# File 'lib/dnn/core/activations.rb', line 155

def forward(x)
  @out = x
end

#loss(y) ⇒ Object 



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# File 'lib/dnn/core/activations.rb', line 163

def loss(y)
  batch_size = y.shape[0]
  0.5 * ((@out - y)**2).sum / batch_size + lasso + ridge
end