6.034 Artificial Intelligence

6.034 Artificial Intelligence, Fall, 2004

FORSAN ET HAEC OLIM MEMINISSE IUVABIT

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Revised 28 September 2004

Topics

Note that the schedule is subject to change.

Quiz dates and final are an exception: they are now fixed.

The schedule contains references to chapters in Artificial Intelligence, 3rd edition and other on-line sources. Treat this material as background reading; lecture presentation takes precedence in matters of focus and vocabulary.

2003 Lecture Schedule

1 Wed Sep 08 - PHW Introductory preview: what is AI?
2 Mon Sep 13 R PHW Rules in symbolic integration, a case study, p. 61
3 Wed Sep 15 R PHW Rules in rule-based expert systems, pp. 53-60, 119-137
4 Mon Sep 20 R PHW Basic search, Chapter 4
5 Wed Sep 12 R PHW Optimal search, Chapter 5
6 Mon Sep 27 R PHW Search in games, Chapter 6
7 Wed Sep 29 L PHW Learning by evolving a solution, Chapter 25
8 Mon Oct 04 R PHW Constraint in the blocks world, pp. 249-272
9 Wed Oct 06 R PHW Constraint in maps and schedules
- Mon Oct 11 - - MIT Holiday, Columbus Day
10 Wed Oct 13 - - In-class examination
11 Mon Oct 18 R PHW Frames as representation paradigm, pp. 179-202
12 Wed Oct 20 R PHW Frames as inference mechanism, pp. 202-206
13 Mon Oct 25 R PHW Learning by nearest neighbors Chapters, 19
14 Wed Oct 27 R PHW Learning by building identification trees, Chapter 21
15 Mon Nov 01 L PHW Learning by back propagation in neural nets, Chapter 22
16 Wed Nov 03 L PHW Boosing algorithms
17 Mon Nov 08 L PHW Support Vector Machines
18 Wed Nov 10 L PHW Self-organizing maps
- Thu Nov 1 - - MIT Holiday, Veterans Day
19 Mon Nov 15 - - In-class examination
20 Wed Nov 17 L, S PHW Learning by exploiting linear combinations in vision, Chapter 26
20 Wed Nov 17 - - Drop date
21 Mon Nov 22 L, S PHW Learning by exploiting sparse spaces in speech
22 Wed Nov 24 - PHW What I learned about biz after I thought I knew everything
- Thu Nov 25 - - MIT Holiday, Thanksgiving
- Fri Nov 26 - - MIT Holiday, Thanksgiving
23 Mon Nov 29 L, S PHW Learning by analyzing differences, Chapter 16
24 Wed Dec 01 L, S PHW Learning by explanation and repair, Chapters 17 and 18, evaluation
25 Mon Dec 06 S TBD -
26 Wed Dec 08 - PHW Farewell Summary
27 Wed Dec 15 - - Final Examination, 1:30PM - 4:30PM, duPont

Wednesday, December 15,

Topic

R = Focus on Reasoning L = Focus on Learning S = Focus on Science

Speaker

PHW = Patrick Winston TBD = To be determined