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University of Massachusetts Amherst
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COMPSCI 383 |
Artificial Intelligence |
Fall 2016 |
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Date | Notes | Topic | Reading 3e | Reading 2e | Homework |
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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.