I work on neural nets back in the mid 1980s, so I was somewhat familiar with their structure, backpropagation, squashing functions, etc. I wanted to get back into them, so I started by rederiving all backprop formulas by hand here https://github.com/tbensky/NeuralNetworks/blob/main/Backprop....