One nice thing about the 1986 Hinton paper was that he described the equations very explicitly in a way that even a math dummy like me could implement.

https://github.com/runvnc/mlp/blob/master/neuralnetwork.cpp

https://github.com/runvnc/nnpapers/blob/master/hinton86.pdf

This article is also a very good explanation.