Agreed. After looking at the a few videos it seems to go a bit beyond the basics, I don't think that means it's "advanced."

This got me thinking: what would an "advanced" Deep Learning/RL course even look like? The field is so immature it's hard to identify topics that are advanced. Maybe an advanced course could be a chronological paper survey? Certainly not a class that spends a lecture on optimization of a deep network.