Schedule
subject to change
| # |
Day |
Date |
Topic |
Read |
Slides
|
Video |
Homework |
See also |
| 1 |
Tue |
1/31 |
Administrivia, Introduction, AI history |
RN1 |
00
01 |
L01 |
hw1 out |
History of AI |
| 2 |
Thr |
2/2 |
Agents |
RN2 |
|
L02 |
|
Software agents |
| 3 |
Tue |
2/7 |
Problem solving as search |
RN3 |
|
L03 |
|
Graph traversal algorithms, PHW on Search |
| 4 |
Thr |
2/9 |
Uninformed search |
RN4 |
|
L04 |
|
Missionaries and cannibals, Water jugs, aima code, wj.py, wj.ipynb
|
| 5 |
Tue |
2/14 |
Informed search |
RN4 |
|
L05 |
hw1 check
|
Search
demo, A* algorithm, |
| 6 |
Thr |
2/16 |
Informed Search
|
RN4 |
|
L06 |
|
8 puzzle visualization, p8.py, 8 Queens problem,
|
| 7 |
Tue |
2/21 |
Local Search
|
RN4 |
|
L07 |
|
Hill Climbing, Simulated annealing, Genetic algorithm, Tabu Search
|
| 8 |
Thr |
2/23 |
Constraints |
RN6 |
|
L08 |
|
CCC site, 8 queens CSP, csp.py, CSP
demo, SLS
CSP demo |
| 9 |
Tue |
2/28 |
Constraints
|
RN 6
|
|
L09 |
|
ms3.py, mapc.py, sudoku.py, python-constraints
|
| 10 |
Thr |
3/2 |
Games |
RN 5 |
|
L10 |
|
It, New Yorker, 1952; Checkers solved; U. Alberta Games Group; AlphaGo |
| 11 |
Tue |
3/7 |
Games and Game Theory |
|
|
L11 |
|
game theory, Prisoner's Dilemma, Chicken, Evolution of Trust |
| 12 |
Thr |
3/9 |
Game Theory |
RN18.2 |
|
L12 |
|
PD
demo, PD lessons, Axelrod, Colab notebooks |
| 13 |
Tue |
3/14 |
no power, no class |
-- |
|
-- |
hw3 due |
class canceled |
| 14 |
Thr |
3/16 |
MIDTERM EXAM |
RN 1-6; 17.6 |
01-09 |
-- |
|
material thru lecture 11 (3/8), 75 minute exam held in class |
| -- |
Tue |
3/21 |
BREAK |
-- |
-- |
-- |
|
-- |
| -- |
Thr |
3/23 |
BREAK |
-- |
-- |
-- |
|
-- |
| 15 |
Tue |
3/28 |
KR |
RN 7 |
|
L13 |
|
Hunt the Wumpus; neats vs scruffies, Wason selection task; see notes 9.1.* |
| 16 |
Thr |
3/30 |
Propositional Logic |
RN 7 |
9.2 |
L14 |
|
Wumpus 1980; Play Wumpus; Knowledge Base; see notes 9.2.*, |
| 17 |
Tue |
4/4 |
Prop. Logic Pro/Con; FOL |
RN 8 |
|
L15 |
|
|
| 18 |
Thr |
4/6
|
FOL |
RN 8 |
|
L16 |
|
family.pl, genesis.pl |
| 19 |
Tue |
4/11 |
Planning |
RN 11.1-11.3
|
13.1
13.2 |
L17 |
|
STRIPS, Planning and scheduling, PDDL, planning.domains, planning repo
|
| 20 |
Thr |
4/13 |
Bayes, BBNs |
RN 12 13.1-2 |
|
L18 |
|
Bayes theorem video, Netica BBN Tutorial, Colab notebook |
| 21 |
Tue |
4/18 |
Machine learning, decision trees |
RN19 |
|
L19 |
|
Google's Rules of Machine Learning, Unreasonable Effectiveness of Data |
| 22 |
Thr |
4/20 |
Decision trees, ML tools |
RN19
video |
14.2
|
L20 |
HW4 due 4/21 |
Decision tree learning, weka, scikit-learn |
| 23 |
Tue |
4/25 |
ML tools |
|
|
L21 |
|
Training, validation, test sets, Precision and recall, FI |
| 24 |
Thr |
4/27 |
Teaching in the Age of AI |
4:30-6:00 |
--
|
zoom |
HWx out? |
recording coming soon
|
| 25 |
Tue |
5/2 |
tools, methdology, SVM |
|
|
L22 |
HW5 out |
Training, validation, test sets, Precision and recall, FI, Support vector machine
|
| 26 |
Thr |
5/4 |
bagging, clustering |
RN19 |
|
L23 |
|
clustering, ensemble learning, colab clustering notebooks, Bootstrap aggregating |
| 27 |
Tue |
5/9 |
clustering, neural networks |
RN21 |
|
L24 |
|
colab notebooks, NN playground, backpropagation |
| 28 |
Thr |
5/11 |
neural networks |
RN21
|
14.nn.114.nn.2
14.nn.3
|
L25 |
HW5 due 5/14 |
colab notebooks, keras.io, word2vec demo |
| 29 |
Tue |
5/16 |
word embeddings, Transformers |
RN21 |
14.nn.4 |
L26 |
|
notebook, Huggingface transformers; OpenAI |
| -- |
Tue |
5/23 3:30-5:30 |
FINAL EXAM
|
see
above |
see
above |
see
above |
|
old exams |
|
