MAT-75006 Artificial Intelligence, 7 cr

Prof. Tapio Elomaa

Spring 2014, Jan. 7 - May, 8

Lectures: Tue 12-14 TB219 and Thu 12-14 TB223
Course exam: Wed May 14, 2014 09:00 - 12:00, later dates not yet confirmed

- News

- General Information

- Lectures

The lectures are based on the textbook:

Russell & Norvig: Artificial Intelligence: A Modern Approach, Third ed., Pearson, 2010.

WeekDatesSlide Numbers Chapters in the Course Book
1 Jan. 7 and 9 1-6, 25 - 36 Watson & Jeopardy, VW Golf Mk VII, 13 Quantifying Uncertainty
2 Jan. 14 and 16 37 - 67 13, 14 Probabilistic Reasoning
3 Jan. 21 and 23 68 - 107 14
4 Jan. 28 and 30 108 - 140 16 Making Simple Decisions, 17 Making Complex Decisions
5 Feb. 4 and 6 141 - 167 18 Learning from Examples
6 Feb. 11 and 13 168 - 199 18.4 - 18.6
7 Feb. 18 and 20 200 - 229 18.7 - 18.10
8 Feb. 25 and 27 230 - 254 20 Learning Probabilistic Models
9 Mar. 11 and 13 255 - 275 20, 21 Reinforcement Learning
10 Mar. 18 and 20 276 - 313 3 Solving Problems by Searching
11 Mar. 25 and 27 314 - 353 4 Beyond Classical Search, 5 Adversarial Search
12 Apr. 1 and 3 354 - 392 7 Logical Agents
13 Apr. 8 and 10 393 - 424 8 First-Order Logic, 9 Inference in First-Order Logic
14 Apr. 15 and 24 425 - 462 9, 15 Probabilistic Reasoning over Time
15 Apr. 29 Student presentations:
- Antti Luoto, Andre Munziger, Giambattista Parascandolo
16 May 6 - Boya Deng, Müge Tetik, Eduardo Banuelos
May 8 - Matias Koskela

- Topics

We intend to cover the following chapters from the textbook:

Lecture weekTopic
1-4 IV Uncertain knowledge and reasoning
13 Quantifying Uncertainty
14 Probabilistic Reasoning
16 Making Simple Decisions
17 Making Complex Decisions
5-8 V Learning
18 Learning from Examples
19 Knowledge in Learning
20 Learning Probabilistic Models
21 Reinforcement Learning
9-10 II Problem-solving
3 Solving Problems by Searching
4 Beyond Classical Search
5 Adversarial Search
6 Constraint Satisfaction Problems
11-14 III Knowledge, reasoning, and planning
7 Logical Agents
8 First-Order Logic
9 Inference in First-Order Logic
10 Classical Planning
11 Planning and Acting in the Real World

- Course Grading

- Literature

- Links


Apr. 29, 2014 http://www.cs.tut.fi/~elomaa