|
|
University of Massachusetts Amherst
|
|
|
COMPSCI 383 |
Artificial Intelligence |
Fall 2016 |
|
|
|
| Date | Notes | Topic | Reading 3e | Reading 2e | Homework |
|---|---|---|---|---|---|
| 9/7 | | Introduction | 1.1-2.5 | 1.1-2.5 | |
| 9/12 | | Problem solving as search | 3.1-3.4 | 3.1-3.5 | |
| 9/14 | | Heuristic search | 3.5-3.6 | 4.1-4.2 | HW#1 due 9/21 PA#1 due 10/5 |
| 9/19 | | Beyond classical search | 4.1, 4.3 | 4.3 (*) | |
| 9/21 | | Constraint satisfaction | 6.1-6.2 | 5.1-5.2 | |
| 9/26 | | Constraint satisfaction cont. | 6.3-6.5 | 5.3-5.5 | |
| 9/28 | | Abstraction and multi-level search | | | |
| 10/3 | | Adversarial search and game playing | 5.1-5.4 | 6.1-6.4 | HW#2 due 10/11 |
| 10/5 | | Logical agents and propositional logic | 7.1-7.4 | 7.1-7.4 | |
| 10/11 | | Inference in propositional logic | 7.5-7.7 | 7.5-7.7 | PA#2 due 11/7 |
| 10/12 | | First-order logic | 8.1-8.3 | 8.1-8.3 | |
| 10/17 | | Inference in first-order logic | 9.1-9.5 | 9.1-9.5 | HW#3 due 10/24 |
| 10/19 | | Uncertainty | 13.1-13.6 | 13.1-13.6 | |
| 10/24 | | Bayesian networks | 14.1-14.3 | 14.1-14.3 | |
| 10/26 | | Exact inference in Bayesian networks | 14.4 | 14.4 | |
| 10/31 | | Review for midterm | | | |
| 11/2 | | Midterm exam | | | |
| 11/7 | | Approximate inference in BNs and RPMs | 14.5-14.6 | 14.5-14.6 | HW#4 due 11/14 |
| 11/9 | | Sequential decision making | 17.1-17.4 | 17.1-17.4 | |
| 11/14 | | Reinforcement learning | 21.1-21.6 | 21.1-21.6 | PA#3 due 12/5 |
| 11/16 | | No Class - Friday Class Schedule | | | |
| 11/21 | | No Class - Thanksgiving Break | | | |
| 11/23 | | No Class - Thanksgiving Break | | | |
| 11/28 | | Making rational decisions | 16.1-16.4 | 16.1-16.4 | |
| 11/30 | | Decision networks & value of information | 16.5-16.7 | 16.5-16.7 | |
| 12/5 | | Classical planning | 10.1-10.2 | 11.1-11.2 | HW#5 due 12/12 |
| 12/7 | | Planning continued | 10.3-10.4 | 11.3-11.4 (*) | |
| 12/12 | | Resource-bounded reasoning techniques | | | |
| 12/14 | | Summary and review | | | |
| 12/19 | | Final exam - 3:30 - 5:30, ILC S211 | | | |
(*) Significat differences between 2e and 3e
© 2016 Shlomo Zilberstein.