Does the course require prior statistical knowledge? Couldn't quite figure that out. It looks interesting, and there are python versions of the examples as well..
I think you'll be fine, actually. I've read through the first edition, and it's kept pretty intuitive.
You'll probably need some basic notions of statistical distributions and data analysis; I recommend reading the first chapter of the book or the first lecture and seeing whether you're missing anything important.