Neural Networks

Practice forward computation, backpropagation, activation behavior, and parameter counting.

Recommended resources

Instructions

  1. Draw the scalar computational graph for backpropagation.

Ordered items

  1. Forward pass and backpropagationNeural Networks · Medium · 8 min · Original
  2. Dense-network parameter countNeural Networks · Easy · 4 min · Original
  3. Neural-network knowledge checkNeural Networks · Easy · 10 min · External
  4. Backpropagation for a multilayer perceptronNeural Networks · Hard · 20 min · External

Completion

Compute one forward and backward pass and count parameters by layer.

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