| Week | Date | Topic/Read Before Class | Slides | Assignment | Collect |
| 1 | M, 01/09 |
Course overview, go over the syllabus
Brief introduction to AI and intelligent agents Ch. 18, Section 7: Neural Networks |
ch01-ch02-intro.pdf
ch18-06-07.pdf class notes example training |
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| W, 01/11 | Ch. 18, Section 7: Neural Networks (cont'd) |
nn-algorithm.pdf
nn-example.pdf class notes |
hw1: neural networks
assigned (pdf file) |
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| M, 01/16 |
Make up class
Location: Fisher 131 (regular classroom) Ch. 18, Section 7: Neural Networks (cont'd) |
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| 2 | M, 01/16 | no class -- Martin Luther King, Jr. Day recess | |||
| W, 01/18 |
Ch. 18, Section 7: Neural Networks (review and summary)
Ch. 3, Sections 1 -- 4: Search, Uninformed Search |
ch03-a.pdf
class notes |
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| 3 | M, 01/23 | Ch. 3, Sections 1 -- 4: Search, Uninformed Search (cont'd) | class notes | ||
| W, 01/25 | Ch. 3, Sections 1 -- 4: Search, Uninformed Search (cont'd) | class notes | |||
| 4 | M, 01/30 |
Ch. 3, Sections 1 -- 4: Search, Uninformed Search (cont'd)
Ch. 3, Sections 5 -- 6: Informed (Heuristic) Search |
ch03-b.pdf
class notes |
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| W, 02/01 |
Ch. 3, Sections 5 -- 6: Informed (Heuristic) Search (cont'd)
Ch. 4, Section 1: Local Search Algorithms and Optimization Problems |
ch04.pdf
class notes |
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| 5 | M, 02/06 |
Ch. 4, Section 1: Local Search Algorithms and Optimization Problems
(cont'd)
Evolutionary Algorithms (Genetic Algorithms and Differential Evolution) |
ch04-evol.pdf
class notes |
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| W, 02/08 | Ch. 5: Adversarial Search |
ch05.pdf
ch05-examples.pdf Article about Go game |
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| 6 | M, 02/13 | Ch. 18, Section 3: Learning Decision Trees |
ch18-03.pdf
class notes |
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| W, 02/15 | Ch. 18, Section 3: Learning Decision Trees (cont'd) | class notes | |||
| 7 | M, 02/20 |
Ch. 19, Section 1: Knowledge in Learning Version space learning |
ch19-01.pdf | ||
| W, 02/22 | No class due to the MTU Spring Career Fair
(Note: We made this class up at the beginning of the semester.) |
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| 8 | M, 02/27 | Review for Exam 1
Optional topic: Constant time shortest-path queries In Transit to Constant Time Shortest-Path Queries in Road Networks Holger Bast, et al. TRANSIT Routing on Video Game Maps Leonid Antsfeld, et al. |
class notes | ||
| W, 03/01 | Exam 1
Time: 4:00pm-5:30pm Location: Fisher 131 Sections covered: TBA |
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| -- | M, 03/06 | no class -- Spring recess | |||
| W, 03/08 | no class -- Spring recess | ||||
| 9 | M, 03/13 |
Ch. 18, supplemental
Clustering |
clustering.pdf
class notes |
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| W, 03/15 |
Ch. 18, supplemental
Clustering (cont'd) |
class notes | |||
| 10 | M, 03/20 | Ch. 07 - Logical Agents |
part1.pdf
class notes |
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| W, 03/22 | Ch. 07 - Logical Agents (cont'd) |
part2.pdf
class notes |
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| 11 | M, 03/27 | ||||
| W, 03/29 | Ch. 08 - First-Order Logic |
ch08.pdf
class notes |
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| M, 04/03 | Ch. 09 - Inference in First-Order Logic |
ch09.pdf
class notes |
W, 04/05 |
Ch. 13: Quantifying uncertainty
Probabilistic reasoning |
ch13.pdf
class notes |
| 13 | M, 04/10 | ||||
| W, 04/12 | Exam 2
Time: 4:00pm-5:30pm Location: Fisher 131 Sections covered: TBA |
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| 14 | M, 04/17 | class notes | |||
| W, 04/19 |