Backpropagation calculus | Deep Learning Chapter 4

This right here is the chain rule, where multiplying together these three ratios gives us the sensitivity of c to small changes in WL.

Also, and this is where the idea of propagating backwards comes in, you can see how sensitive this cost function is to the activation of the previous layer.