The authors have conducted for each of the past three Summers a workshop for faculty who have taught or are scheduled to teach an upper level undergraduate course in Artificial Intelligence. This paper describes problems the organizers have encountered and ways in which they have attempted to address them. The hope is that others designing and implementing similar workshops can benefit from these "lessons learned".
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