CS 444 Artificial Intelligence
Spring 2020
| Week | Date | Topic/Slides | Readings | Assignment/Lab |
|
What is AI? |
Ch 1 (sect 1.1, 1.2.2, 1.2.3) | |||
|
Intelligent Agents |
Chp 2(all) | |||
| Uninformed Search | Chp 3 (3.1 - 3.4.7) | |||
| Informed Search | Chp 3 (3.5 - 3.7) | |||
| Hill Climbing, Simulated Annealing | Chp 4 (4 - 4.1.3) | |||
| Preview of CSPs | Chp 4 (4.1.4 - 3) | |||
|
Adversarial Search Part I Slides on Alpha/Beta Pruning Example |
Chp. 4 (4.3) | |||
| Adversarial Search | Chp 5 (5.1 - 5.4) | |||
| No Class | ||||
| Exam 1 (Preparation) | ||||
|
α / β pruning Stochastic Games Partially Observable Games Slides |
Chp 5 (5.5 - 5.6) | |||
| Constraint Satisfaction Problems | Chp 6 (6.1 - 6.2) | |||
|
Constraint Satisfaction Problems Slides |
Chp 6 (6.3 - 6.6) | |||
| CSP Part 2 | ||||
|
Logical Agents/Propositional Logic Slides |
Chp (7.1 - 7.4) | |||
|
Propositional Logic -- Entailment and Proofs Slides |
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| Spring Break ! | ||||
| Spring Break! | ||||
| Extra week of Break | ||||
| Extra week of Break | ||||
| Review Propositional Logic | ||||
| Review Propositional Logic | ||||
| First-order logic (quantifiers) | ||||
|
First-order logic (forwards and backwards chaining) |
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| First-order logic (Resolution) | ||||
| Exam 2 (Preparation) | ||||
| Reasoning w/Uncertainty | Chp 13 (all sections) | |||
| Probabilistic Reasoning | ||||
| Learning Probabilistic Models | ||||
| Reinforcement Learning | ||||
| Project Discussions | ||||
| Review | ||||
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Final Exam (8:00 am- 10:00 am) |
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