Backpropagation Through Time - Why is backpropagation difficult?

Not every algorithm is as simple as backpropagation. Matrix multiplication, calculus, and linear algebra are all necessary. It takes a lot of brainpower to become an expert in backpropagation, even if you have some background expertise in these areas.