Week # | Monday | Wednesday | Friday |
1 | Mar 29: Introduction. What is intelligence? Turing test. lecture pdf | Mar 31 A Python Primer lecture pdf | Apr 2: Knowledge representation with inheritance hierarchies. lecture pdf |
2 | Apr 5: State-space search 1. Missionaries and Cannibals. Painted Squares. Combinatorial explosion. Blind search. lecture pdf | Apr 7: State-Space Search 2: State space structures, problem posing issues. lecture pdf | Apr 9: State-Space Search 3: Graph search, Uniform Cost search, A*, admissible heuristics (A1 due, incl. Python exercises, ISA hierarchy enhancements.) lecture pdf |
3 | Apr 12: Game Playing 1: Minimaxing, alpha-beta pruning. lecture pdf | Apr 14: Game Playing 2: Checkers, Chess, Zobrist hashing. lecture pdf | Apr 16: Genetic Search, TSP. (A2 due, including SSS formulations.) |
4 | Apr 19: Search Strategies: Hill climbing, simulated annealing, case-based reasoning. lecture pdf | Apr 21: Constraints lecture pdf | Apr 23: Interactive state-space search: CoSolve (A3 due, including K-in-a-row player.) |
5 | Apr 26: Logic 1: Propositional resolution lecture pdf | Apr 28: Logic 2: Predicate resolution and unification lecture pdf | Apr 30: Logic 3: PROLOG basics lecture pdf |
6 | May 3: Logic 4: Applying PROLOG (A4 due, search strategies, logic in AI) David Broderick's lecture slides | May 5: Review for midterm exam. Topics, Sample test | May 7: Midterm exam. |
7 | May 10: Probabilistic Inference with Bayes' Rule lecture pdf | May 12: Building probabilistic inference nets lecture pdf | May 14: Machine Learning 1: Introduction. Perceptrons lecture pdf |
8 | May 17: Machine Learning 2: Backprop + ID3 method lecture pdf | May 19: Machine Learning 3: SVM and Kernel Methods | May 21: Natural language understanding. lecture pdf |
9 | May 24: Image understanding 1. lecture pdf | May 26: Image understanding 2. lecture pdf | May 28: Concept exploration systems. lecture pdf |
10 | May 31: Memorial Day Holiday (no class) | Jun 2: Project presentations. | Jun 4: Project presentations. |
Jun 9 (Wednesday): CANCELLED: FINAL EXAMINATION 8:30 PM - 10:20 |