How to draw Deep learning network architecture diagrams?
I recently found this online tool that produces publication-ready NN-architecture schematics. It is called NN-SVG and made by Alex Lenail.

You can easily export these to use in, say, LaTeX for example.

Here are a few examples:

AlexNet style




LeNet style




and the good old Fully Connected style