Link to code for web view: https://www.kaggle.com/code/markveerasingam/simple-nn-for-mnist
As part of my self study and learning of ML & NN this was referenced from Samson Zhang Youtube "Buidling a neural network from scratch": https://www.youtube.com/watch?v=w8yWXqWQYmU