I'm actually taking the Applied Machine Learning class at Stanford, and I'll be honest - I'm a little disappointed that most of the content is delivered through video instead of lectures. I find it difficult to actually watch through the videos, mostly because there's no easy way for me to skim or jump around the content. I've actually ended up using the notes from the class I took last year (http://cs229.stanford.edu/materials.html) if I need to refresh my memory on the finer points.

Prof. Ng did remark that they decided to switch to videos because they saw dropping attendance rates in the past as students begin to utilize our remote learning solution later in the quarter (i.e. get lazy to go to class), but I wish that there was also a transcribed version of the videos that could be made available for people who prefer learning that way.