CS 444 Artificial Intelligence
Spring 2019
This page is for the 2019 Spring version of this class. For general information concerning this course, refer to the general course page.
Current Week| Date | Topic | Readings: | Lecture | Assignment/Lab |
| Jan 8 | What is AI? | Ch 1 (sect 1.1, 1.2.2, 1.2.3) | Lecture 1 | |
| Jan 10 | Intelligent Agents | Chapter 2 (all) | Lecture 2 | |
| Jan 15 | Uninformed Search | Chapter 3 (pages 64 - 91) | Lecture 3 | |
| Jan 17 | Informed Search | Chapter 3 (pages 92 - 109) | Lecture 4 | |
| Jan 22 | Hill climbers, simulated annealing, beam search | Chapter 4 (pg. 120 - 126) | Lecture 5 | Assignment 1 (due Jan 31) |
| Jan 24 | Genetic Algorithms, Continuous Spaces | Chapter 4 (pg. 126 - 133) | Lecture 6 | |
| Jan 29 |
Nondeterministic Actions Partial Observations |
Chapter 4 (pg. 133 - 147) | Lecture 7 | |
| Jan 31 | Adversarial Search | Chapter 5 (pg. 161-170) | Lecture 8 | |
| Feb 5 | No Class | |||
| Feb 7 | Midterm Exam 1 | |||
| Feb 12 |
α / β pruning Stochastic Games Partially Observable Games |
Chapter 5 (pg. 180-185) | Lecture 9 | Assignment 2 (due Feb 21) |
| Feb 14 |
Constraint Satisfaction Problems |
Chapter 6 (6.1 - 6.2) | Lecture 10 | |
| Feb 19 |
Constraint Satisfaction Problems |
Chapter 6 (6.3 - 6.6) | Lecture 11 | |
| Feb 21 |
Logical Agents/Propositional Logic |
Chapter 7 (7.1 - 7.4) | Lecture 12 | |
| Feb 26 |
Theorem Proving |
Chapter 8 (pg. 285-313) | Lecture 13 | |
| Feb 28 |
First Order Logic |
Chapter 9 (pg. 322 - 345) | Lecture 14 | |
| Mar 5 |
Spring Break |
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| Mar 7 |
Spring Break |
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| Mar 12 |
Inference in FOL/Review |
Chp 9 (9.1, 9.2, 9.3, 9.4) (exclude 9.4.3) |
Lecture 15 | |
| Mar 14 |
Inference in FOL/Review |
Chp 9 (9.5) | Lecture 16 | |
| Mar 19 | Midterm Exam 2 | Lecture 16 | ||
| Mar 21 |
Reasoning w/Uncertainty |
Chapter 13 (13.1 - 13.5) | Lecture 17 | |
| Mar 26 |
Probabilistic Reasoning |
Chapter 14 (14.1 - 14.2) | Lecture 18 | |
| Mar 28 |
Probabilistic Reasoning |
Chapter 14 (14.2) | Lecture 19 | |
| Apr 2 | Probablistic Reasoning | Chapter 14 (14.3 - 14.4) | Lecture 20 | Assignment 3 (due Apr 21) |
| Apr 4 | Probablistic Reasoning | Chapter 14 (14.5) | Lecture 21 | |
| Apr 9 | Probablistic Reasoning over Time | Chapter 15 (15.1 - 15.3) | Lecture 22 | |
| Apr 11 | Probablstic Reasoning over Time | Chapter 15 (15.4 - 15.5) | Lecture 23 | |
| Apr 16 | Learning Probabilistic Models | Chapter 21 (pg. 830 - 853) | Lecture 24 | |
| Apr 18 | Reinforcement Learning | |||
| Apr 23 |
Project Discussions |
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| Apr 25 | Final Project Due | |||
| May 2 |
Final Exam (Time: 1:00 pm to 3:00 pm) |
Final Review | ||