The Artificial Intelligence exam covers the broad field of AI. The official reading list is a large portion of Artificial Intelligence: A Modern Approach, also known as AIMA. Please view the department's page for the outline.
Homework problems, study guides, and exams from CS 580 are helpful to study. Some study resources: