Multivariate Calculus and Optimization · 免费预览

反向传播与自动微分

反向传播与自动微分

1. Backpropagation and Automatic Differentiation

Backpropagation and Automatic Differentiation

2. Quick check: Reverse-mode differentiation

Backpropagation computes gradients by

3. Backpropagation and Automatic Differentiation (2)

Backpropagation and Automatic Differentiation (2)

4. Cost of forward and reverse mode

For a scalar objective depending on nn parameters, reverse mode costs roughly

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