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I watched things mentioned in sibling comments, but didn't help.

Until I found this:

https://www.youtube.com/@algorithmicsimplicity

Instantly clicked. Both convolution and transformer networks.

EDIT: for the purpose of visualization, I highly recommend following channel: https://www.youtube.com/watch?v=eMXuk97NeSI&t=207s

It nicely explains and shows concepts of stride, features, window size, input to output size relation - in convolutional NN



I would also recommend brilliant for absolute beginners, to get to interact with the material.




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