If you want to get an early start on this class then checkout the coursera game theory class. It is taught in part by Yoav Shoham, professor at Stanford, who wrote that other Multiagent Systems book. This class, like theirs will start by covering Game Theory concepts.
I might do some of my own videos.
We will then read some papers and try to build some fun agent-based models, using NetLogo.