UMBC CMSC 471 01 spring 2019
Introduction to Artificial Intelligence
Schedule
General information| # | DOW | Date | Topic | Read 1st | Slides | Homework | Seealso |
|---|---|---|---|---|---|---|---|
| 1 | Mon | 1/28 | Administrivia, Introduction, history | RN1 | 00 01 |
hw1 out | History of AI |
| 2 | Wed | 1/30 | Agents | RN2 |
Software agents | ||
| 3 | Mon | 2/04 | Problem solving as search | RN3 |
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| 4 | Wed | 2/06 | Uninformed & Informed search | RN4 |
hw1 due |
Missionaries and cannibals, Water jugs, aima code, wj.py, wj.ipynb |
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| 5 | Mon | 2/11 | Informed search | RN4 |
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| 6 | Wed | 2/13 | Informed Search |
RN4 |
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| 7 | Mon | 2/18 | Constraints | RN5 |
|
CCC site, 8 queens CSP, csp.py, CSP
demo, SLS
CSP demo, Genetic algorithm |
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| 8 | Wed | 2/20 | No class: snow | -- |
-- |
-- |
-- |
| 9 | Mon | 2/25 | Constraints |
RN5 |
ms3.py, mapc.py, sudoku.py | ||
| 10 | Wed | 2/27 | Constraints |
hw2 due |
python-constraints |
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| 11 | Mon | 3/04 | Games | hw3 out |
Checkers solved; U. Alberta Games Group; AlphaGo | ||
| 12 | Wed | 3/06 | Games | RN 6 |
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| 13 | Mon | 3/11 | Game Theory | RN 17.6 | 08 | hw3 due | game theory, PD demo, PD lessons, Prisoner's Dilema, Chicken, Evolution of Trust |
| 14 | Wed | 3/13 | Midterm Exam | RN1-6, 17.6 | |||
| -- | Mon | 3/18 | Spring Break | 😄 |
😄 |
😄 |
😄 |
| -- | Wed | 3/20 | Spring Break | 😄 | 😄 | 😄 | 😄 |
| 15 | Mon | 3/25 | Reasoning Agents | RN7 |
Hunt the Wumpus; neats vs scruffies; Knowledge Base; Wason selection task; | ||
| 16 | Wed | 3/27 | Reasoning, Propositional | RN7 |
non-monotonic logic | ||
| 17 | Mon | 4/01 | Reasoning FOL | RN7 |
hw4 out
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| 18 | Wed | 4/03 | Planning | RN10 |
STRIPS, Planning and scheduling | ||
| 19 | Mon | 4/08 | Planning | RN10 |
PDDL | ||
| 20 | Wed | 4/10 | Logic review | RN7 |
hw4 due 4/12 |
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| 21 | Mon | 4/15 | Machine Learning | RN18.1-2 |
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| 22 | Wed | 4/17 | Decision trees | RN18.3 video |
Decision tree learning, weka, scikit-learn |
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| 23 | Mon | 4/22 | SVMs | RN18.9 |
Support vector machine |
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| 24 | Wed | 4/24 | Learning, methodology, tools | RN18.4 |
colab notebooks |
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| 25 | Mon | 4/29 | Learning, methodology, tools | RN18.4 |
colab notebooks | ||
| 26 | Wed | 5/01 | clustering, bagging | RN18.8 RN18.10 |
14 | colab notebooks | |
| 27 | Mon | 5/06 | neural networks | RN18.7 | 14nn | colab notebooks | |
| 28 | Wed | 5/08 | neural networks, NLP | RN22 | 14nn, 18 | CoreNLP, spaCy | |
| 29 | Mon | 5/13 | NLP, review | RN23 | 18 | CoreNLP, spaCy | |
Fri |
5/17 | FINAL | see above |
see above |
1:00-3:00pm in Fine Arts 210 |
