Olá André, como são vários assuntos separei dois conteúdos para você conferir:

https://towardsdatascience.com/introduction-to-math-behind-neural-networks-e8b60dbbdeba

https://mathematical-tours.github.io/book-basics-sources/neural-networks-en/NeuralNetworksEN.pdf

Fabio