quest for online tutorials on CNN backprop
Here is one good material: https://becominghuman.ai/back-propagation-in-convolutional-neural-networks-intuition-and-code-714ef1c38199

This one also might help: https://leonardoaraujosantos.gitbooks.io/artificial-inteligence/convolution_layer.html (it also has other useful materials).