A very good read to understand Convolutional Neural Networks

I am going to summarize this and add some more details on top of it as time progresses but in the mean while, I highly recommend you go through this link :)

https://www.analyticsvidhya.com/blog/2017/06/architecture-of-convolutional-neural-networks-simplified-demystified/