I hope these don't get downvoted due to merely being humorous, but having taken Andrew Ng's online Stanford class in ML, the takeaway for me was indeed "this is just linear algebra at a massive scale" (fortunately, I enjoy linear algebra!)

ha! I hadn't seen that one