Recommended reading: Dive into Deep Learning — D2L: 2.3; 3.1.4; 4.1; 5.1; 12.4.
These Colab notebooks contain the lecture codes demonstrated in class and help you with the homework 1. Read the instructions at the top and run the cells in order.