What are the prerequities for this kind of thing? I've written ANNs back in college and understood backpropagation and gradient descent at some point but I don'

What are the prerequities for this kind of thing? I've written ANNs back in college and understood backpropagation and gradient descent at some point but I don't know most of the terms mentioned in the architectural overview. How big of an investment is this?