| Lecture | Date | Chapters, 2nd Edition |
Chapters, 3rd Edition |
Slides | Topic |
| 1 | Thu 08/25 | 1, 3 | 1, 3.1-3.4 |
Introduction ((c)S. Russel) Uninformed Search ((c)S. Russel) |
Course Details and Overview Solving Problems by Search |
| 2 | Tue 08/30 | 4 | 3.5-3.6 | Informed Search ((c)S. Russel, Cook)
Implementation Notes |
Informed Search |
| 3 | Thu 09/01 | 2 | 2 | Agents ((c)S. Russel) | Agents |
| 4 | Tue 09/06 | 6 | 5 |
Game Playing ((c)S. Russel) Alpha-Beta Example |
Game Playing |
| 5 | Thu 09/08 | 7 | 7 | Logic and Inference ((c)S. Russel) |
Non-Deterministic Games Knowledge and Logic Reasoning |
| 6 | Tue 09/13 | 7 | 7 | Inference by Enumeration | |
| 7 | Thu 09/15 | 7 | 7 | Inference, continued | |
| 8 | Tue 09/20 | 7 | 7 | Midterm preparation, and more on inference | |
| 9 | Thu 09/22 | First Midterm | |||
| 10 | Tue 09/27 | 7 | 7 | Midterm recap - Inference, continued | |
| 11 | Thu 09/29 | 8 | 8 | First Order Logic ((c)S. Russel) | Resolution, Intro to First Order Logic |
| 12 | Tue 10/04 | 9 | 9 | First Order Inference ((c)S. Russel) | Inference in First Order Logic |
| 13 | Thu 10/06 | 11 | 10 | Planning ((c)S. Russel) | Planning |
| 14 | Tue 10/11 | 11 | 10 | Notes on planning | Planning, continued |
| 15 | Thu 10/13 | 12 | 11 | Conditional Planning ((c)S. Russel) | Conditional Planning and Replanning |
| 16 | Tue 10/18 | 13 | 13 | Probability ((c)S. Russel) | Probability |
| 17 | Thu 10/20 | 13 | 13 | Joint Probability Distributions | |
| 18 | Tue 10/25 | 14.1-14.4 | 14.1-14.4 | Bayesian Networks ((c)S. Russel) | Midterm preparation, Bayesian networks |
| 19 | Thu 10/27 | Second Midterm | |||
| 20 | Tue 10/29 | 14.1-14.4 | 14.1-14.4 | Bayesian Networks ((c)S. Russel) | Midterm recap, Bayesian networks continued |
| 21 | Thu 11/03 | 18.1-18.3 | 18.1-18.3 | Learning ((c)S. Russel) | Learning Methods, Decision Trees |
| 22 | Tue 11/08 | Guest lecture, Professor Gian Luca Mariottini | |||
| 23 | Thu 11/10 | 18.1-18.3 | 18.1-18.3 | Notes on Information Gain | Decision Trees, continued |
| 24 | Tue 11/15 | 20.1 | 20.1 | MAP-ML ((c)S. Russel) |
MAP estimation, ML estimation Neural Networks |
| 25 | Thu 11/17 | 20.1, 20.5 | 20.1, 18.7 | Notes on MAP and ML | More on MAP, ML |
| 26 | Tue 11/22 | 20.5 | 18.7 | Neural Networks ((c)S. Russel) | Neural Networks |
| 27 | Tue 11/29 | Overview of Material for Midterm 3 | |||
| 28 | Thu 12/01 | Third Midterm | |||
| 29 | Tue 12/06 | Midterm Recap | |||
| 30 | Thu 12/08 | Course Recap | |||
This schedule is tentative and subject to change. If changes are necessary they will be announced in class and posted in the schedule on the course page.