Autonomous vehicle systems (a.k.a. self-driving cars) are becoming ubiquitous and are going to be a part of our high-technology future. At our university, we have introduced a new class for senior undergraduates/graduate students to teach the basic principles involved in autonomous vehicle systems. This paper describes the outline and main components of the course, findings from the recent offerings of the course and some lessons learned so far.