Why Machines Learn: The Elegant Math Behind Modern AI

by Anil Ananthaswamy

So, for every position the kernel takes atop the image, we assign one neuron. In our example, for a 5×5 image and a 2×2 kernel with a stride of 1, we need 16 such neurons. The outputs of these neurons give us a 4×4 image.