In my opinion he covers everything needed to understand his lectures. Even broadcasting and multidimensional indexing with numpy.
Also in the first lecture you will implement your own python class for building expressions including backprop with an API modeled after PyTorch.
IMHO it is the second lecture I can recommend without hesitation. The other is Gilbert Strang on linear algebra.