Deep Learning, Artificial Intelligence, Convolutional Network, Image Classification, Resnet.
Even though z1=y1, the two variables represent distinct nodes of the computation graph, so the total derivatives bar(z1) and bar(y1) are different. In particular, z1 includes the indirect effect through y2, while y1 does not. This splitting lets us implement the forward and backward passes for