I literally started this course yesterday. One of the annoying things is the software setup. Yes they provide an AWS image but it's fairly expensive and I already have a powerful GPU on my desktop. Unfortunately the Windows setup instructions are long, complicated, use out of date software, etc. You have to install a lot of different pieces of software, including Anaconda which apparently is yet another package manager (seriously?).
It's not quite as bad as the Javascript npm/gulp/bower/whatever insanity but it's not too far off. Get it together ML people!