Implementing a Convolutional Neural Network Using Only NumPy
victorzhou.com
victorzhou.com
Runnable code from the article: https://repl.it/@vzhou842/A-CNN-from-scratch-Part-2
The other two were reposts because they didn’t gain traction.
In this case however, this particular is a Part 2 to a Part 1 that was successful on HN, which may not be sufficiently different.
https://towardsdatascience.com/countless-high-performance-2x...
Hope does this compare to that?
Andrew's explanations in the videos are really well crafted, and cover the 'why' of everything clearly.
Sections 2-4 of Andrew's course cover more advanced CNN architectures, and also more advanced use cases that image classification.