So far, we have intuitively understood how a CNN works. But how exactly does a CNN learn? How does it find the optimal values for the filter using backpropagation? To answer this question, we will explore mathematically how the CNN works. Unlike in the Chapter 5, Improvements to the RNN, the math behind a CNN is pretty simple and very interesting.