You're correct - it doesn't get into the deep learning aspect yet.
This article is in fact the second part of a larger planned series. The idea is to present more depth than a "quick refresher" that seems to be common to a lot of blog posts, but far less material than would be found in a 10-week (or single semester) undergraduate course.
Thanks for the Stanford link. I'll check it out.
