CS 251: Artificial Intelligence

Fall 2008

Instructor

Xindong Wu
xwu@cs.uvm.edu

Textbook

Artificial Intelligence: A Modern Approach, Second Edition, by Stuart Russell and Peter Norvig, Prentice-Hall, 2003, ISBN: 0-13-790395-2.

Course Description

Introduction to methods for realizing intelligent behavior in computers. Knowledge representation, planning, and learning. Selected applications including logic programming, knowledge-based systems and data mining.

Grading Policy

4 Assignments	20%
2 Mid-Term Exams (close-book and close-notes): Thursday, Oct. 9 and Thursday, Nov. 13	30%
Programming Project: Due December 11	20%
Final Exam (close-book and close-notes) Tuesday, December 16, 3:30-6:30pm, Votey 367	30%

Useful Links

• October 12, 2008: Two machines "getting very close to passing the Turing Test for the first time" and Elbot won the Loebner Bronze Award
• June 23: 2008: Whatever Happened to Artificial Intelligence?
• February 15, 2005: Computer Program Matches Intelligence of Mankind, At Least in California
• Association for the Advancement of Artificial Intelligence (AAAI)
• IEEE Computer Society Technical Committee on Intelligent Informatics (TCII)
• Artificial Intelligence FAQs
• Tools for Learning Computational Intelligence
• CMU AI Repository
• John McCarthy: What is Artifical Intelligence?
• Stuart Russell's AI on the Web
• Xindong Wu: Developing an AI Curriculum for Computer Science Majors (AXIS: The UCISA Journal of Academic Computing and Information Systems, 1994, 3: 18-23)
• Logic Programming
  • GNU Prolog
  • Logic Programming - The World Wide Web Virtual Library
• Knowledge-Based Systems
  • CLIPS: A Tool for Building Expert Systems
  • Expert System Shells at the CMU AI Repository
• Machine Learning and Data Mining
  • Data Mining Research Links
  • Machine Learning Software in Java at the University of Waikato
  • UCI Machine Learning Database Repository at University of California, Irvine
• Selected AI course home pages from other universities
  • Techniques in Artificial Intelligence at MIT
  • Foundations of Artificial Intelligence at Cornell University
• Selected top journals and conferences in AI
  • IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI)
  • IEEE Transactions on Knowledge and Data Engineering (TKDE)
  • Artificial Intelligence
  • International Joint Conference on Artificial Intelligence (IJCAI)
  • National Conference on Artificial Intelligence (AAAI)
  • International Conference on Machine Learning (ICML)