For sure. It's a giant step over last year's course.
EDIT: looks like they've been moved to the following link instead: http://course18.fast.ai/ml.html
Jeremy, I know you're a fellow fan of J -- is it possible to do modern ML with J? It seems like numpy is just a worse version of the array paradigm from J/APL, but I'm guessing all the specialized ML packages are the real value of python here? Any idea of anyone has done similar work in J?