How should one utilize the knowledge in the book? When do derivations play a role in deep learning? I am thinking it helps make decisions on what layers will he

How should one utilize the knowledge in the book? When do derivations play a role in deep learning? I am thinking it helps make decisions on what layers will help or not, or explain why this architecture improves some baseline. I would love to hear anyone's thought on the matter!