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UMBC CMSC 471 Spring 2022 |
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 Schedule
|
| # | Day | Date | Topic | Read first | Slides |
Lecture Video | Quiz, Homework |
Seealso |
|---|---|---|---|---|---|---|---|---|
| 1 | Tue | 2/1 | Administrivia, Introduction, history | RN1 | 00 01 |
L01 | hw1 out | History of AI |
| 2 | Thr | 2/3 | Agents | RN2 |
L02 | Software agents | ||
| 3 | Tue | 2/8 | Problem solving as search | RN3 |
L03 |
|
||
| 4 | Thr | 2/10 | Uninformed search | RN4 |
L04 | Missionaries and cannibals, Water jugs, aima code, wj.py, wj.ipynb |
||
| 5 | Tue | 2/15 | Informed search | RN4 |
L05 | Search demo, A* algorithm, 8 puzzle visualization, p8.py, 8 Queens problem, |
||
| 6 | Thr | 2/17 | Informed Search |
RN4 |
L06 | Hill Climbing, Simulated annealing, Genetic algorithm, Tabu Search |
||
| 7 | Tue | 2/22 | Constraints | RN5 |
L07 |
|
CCC site, 8 queens CSP, csp.py, CSP
demo, SLS
CSP demo |
|
| 8 | Thr | 9/24 | Constraints |
RN5 |
L08 | hw2 by 2/26 |
ms3.py, mapc.py, sudoku.py, python-constraints | |
| 9 | Tue | 3/1 | Games |
RN 6 |
L09 | hw3 out |
Checkers solved; U. Alberta Games Group; AlphaGo |
|
| 10 | Thr | 3/3 | Games | RN 6 |
L10 | It, New Yorker, 1952; | ||
| 11 | Tue | 3/8 | Game Theory | RN 18.2 |
L11 | game theory, PD demo, PD lessons, Prisoner's Dilemma, Chicken, Evolution of Trust |
||
| 12 | Thr | 3/10 | Reasoning Agents | RN7 |
L12 | hw3 due 3/28 | Hunt the Wumpus; neats vs scruffies, Wason selection task; | |
| 13 | Tue | 3/15 | Reasoning Agents | RN7 |
L13 | Knowledge Base; | ||
| 14 | Thr | 3/17 |
MIDTERM EXAM |
RN 1-6; 17.6 | 01-09 |
-- | material thru lecture 11 (3/8), 75 minute exam held in class |
|
| -- | Tue | 3/22 | BREAK | -- | -- | -- | -- | |
| -- | Thr | 3/24 | BREAK | -- | -- | -- | -- | |
| 15 | Tue | 3/29 | KR, FOL | RN 8,9 |
L14 | hw3 due 3/28 |
tue_3/29, , see notes 9.3.1 and 9.3.2 | |
| 16 | Thr | 3/31 | KR, FOL | RN8, 9 | 09 | L15 | HW4 out | see notes 9.3.2 and 9.4.1; family.pl, genesis.pl |
| 17 | Tue | 4/5 | FOL, Planning | RN10 |
L16 | see notes 13, STRIPS, Planning and scheduling, | ||
| 18 | Thr | 4/7 |
Planning |
RN11 |
L17 | PDDL, planning.domains, planning repo | ||
| 19 | Tue | 4/12 | Probability & Bayesian Reasoning | RN12 |
15.1 | L18 | HW4 due 4/13
|
|
| 20 | Thr | 4/14 | BBNs | RN 13 |
L19 | Netica BBN Tutorial, Colab notebook | ||
| 21 | Tue | 4/19 | Machine learning, decision trees | RN19 |
L20 |
|
Google's Rules of Machine Learning, Unreasonable Effectiveness of Data | |
| 22 | Thr | 4/21 | Decision trees, ML tools | RN19 video |
14 | L21 |
|
Decision tree learning, weka, scikit-learn |
| 23 | Tue | 4/26 | ML tools, Methdology | RN19 |
L22 | |||
| 24 | Thr | 4/28 | SVMs, clustering | RN19 video |
L23 | HW5 out | Support vector machine, Cluster analysis, colab notebooks |
|
| 25 | Tue | 5/3 | clustering | RN19 |
L24 | hierarchical clustering |
||
| 26 | Thr | 5/5 | clustering, bagging, neural networks | RN19 |
L25 | ensemble learning, colab clustering notebooks, Bootstrap aggregating, artificial neural networks | ||
| 27 | Tue | 5/10 | neural networks | RN21 |
L26 | colab notebooks, NN playground, backpropagation | ||
| 28 | Thr | 5/12 | neural networks | RN21 |
18_NLP | L27 | HW5 due | colab notebooks, keras.io, word2vec demo |
| 29 | Tue | 5/17 | word embeddings, Transformers | RN21 | 14_03, 14_04 | L28 | notebook, Huggingface transformers; OpenAI | |
| -- | tbd | 5/24 |
Final Tue 3:30-5:30 |
see above |
see above |
see above |
|
old exams |
