Recommended reading: Dive into Deep Learning – from Section 3 up to Section 5.2 "Implementation of Multilayer Perceptrons".

Homework covers different parts (plus a bonus) inside the single notebook. Read the instructions at the top of the notebook and complete the parts in order.