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