CPS 270: Artificial Intelligence
Fall 2006
Date | Topic | Homework | Handouts and Slides | Supplemental Material |
8/29/06 | Introduction | Read Chapter 1. Skim Chapter 2. | intro | |
8/31/06 | Search I | Read Chapter 3. Start Chapter 4. | search | |
9/5/06 | Search II | Read Chapter 4. Start Chapter 6. | search2 | |
9/7/06 | Games | Read Chapter 6. Start Chapter 13. HW1 assigned. | games | |
9/12/06 | Intro Probability | Read Chapter 13. Start Chapter 16. Project I assigned. | uncertainty | |
9/14/06 | Decision Theory | Read Chapter 16. Start Chapter 17. | Decision Theory | |
9/19/06 | MDPs | Read Chapter 17. Start Chapter 21. HW1 DUE. HW2 assigned. | MDPs | |
9/21/06 | Reinforcement Learning | Read Chapter 21. Read TD Gammon Paper. | RL Slides | |
9/26/06 | Catch up | Read LSPI paper. | ||
9/28/06 | Least Squares Policy Iteration | Project I Due on Friday. HW2 DUE. | LSPI Slides | |
10/3/06 | Slack and review | |||
10/5/06 | Midterm | |||
10/10/06 | Fall Break | |||
10/12/06 | Probabilistic Reasoning | Read Chapter 14. Start Chapter 15 | Bayes Net Slides | |
10/17/06 | Probabilistic Reasoning (contd.) | Read Chapter 15. Project II Assigned | ||
10/19/06 | Temporal Probabilistic Reasoning (HMMs) | Start Chapter 25. HW3 assigned. | HMMs | |
10/24/06 | Robotics Overview | Read Chapter 25. | Robotics slides | |
10/26/06 | Particle Filters | Start Chapter 18. | Particle Filters slides | |
10/31/06 | Learning I | Read Chapter 18. Skim Chapter 19. Start Chapter 20. HW3 Due | Learning Intro. Decision Trees | |
11/2/06 | Learning II | Reach Chapter 20. Start Chapter 5. HW4 assigned. | Neural Network Slides. Clustering Slides. | |
11/7/06 | Clustering | Project 3 assigned. | ||
11/9/06 | CSPs | Read Chapter 5. Skim Chapter 7. Start Chapter 8. Project II Due on Friday. | CSP Slides. | |
11/14/06 | Logic | Read Chapter 8. Start Chapter 9. | Logic Slides. | |
11/16/06 | First Order Logic | Read Chapter 9. Skim Chapter 10. Start Chapter 11. HW4 Due | First Order Logic Slides. | |
11/21/06 | Planning | Read Chapter 11. Skim Chapter 12. | Prolog Slides. Planning I Slides. | |
11/23/06 | Thanksgiving | |||
11/28/06 | Planning II | Planning II Slides | ||
11/30/06 | Slack and Review for Final | Project III DUE |