Lecture |
Date |
Topic |
Readings (textbooks) |
| 1 |
September 9 |
Introduction (slides) |
[RN] Ch 1 and 2, [PM] Ch 1 |
| 2 |
September 14 |
Uninformed Search and Problem Formulation (slides) |
[RN] Ch 3.1-3.4 [PM]: Ch 3.1-3.5 |
| 3 |
September 16 |
Informed Search and Heuristics (slides) |
[RN] Ch 3.5-3.6 [PM] Ch 3.6-3.7 |
|
September 16 |
Assignment 1 out |
|
|
September 16 |
Chat Assignment 1 out |
|
| 4 |
September 21 |
Constraint Satisfaction Problems (slides) |
[RN] Ch 6.1-6.3 [PM] Ch 4.1-4.5 |
|
September 21 |
Chat Assignment 1 due |
|
| 5 |
September 23 |
Multiagent Search (slides) |
[RN] Ch 5, [PM] Ch 14.3 |
|
September 23 |
Chat Assignment 2 out |
|
| 6 |
September 28 |
Advanced Game Search (slides) |
[RN] Ch 5, [PM] Ch 14.3 |
|
September 28 |
Chat Assignment 2 due |
|
| 7 |
September 30 |
Probabilistic Reasoning and Bayes Nets (slides) |
[RN] Ch 13, Ch 14.1-14.4 , [PM] Ch 9.1-9.5 |
|
September 30 |
Chat Assignment 3 out |
|
|
October 2 |
Assignment 1 due |
|
| 8 |
October 5 |
Bayes Nets (slides) |
[RN] Ch 13, Ch 14.1-14.4 [PM] 9.1-9.5 |
|
October 5 |
Chat Assignment 3 due |
|
|
October 5 |
Assignment 2 out |
|
| 9 |
October 7 |
Inference and Hidden Markov Models (slides) |
Ch 15, [PM] Ch 9.6 |
|
October 7 |
Chat Assignment 4 out |
|
| |
October 9 |
Project Proposals Due (CS686) |
|
| 10 |
October 19 |
Hidden Markov Models (slides) |
[RN] Ch 15, [PM] Ch 9.6 |
|
October 19 |
Chat Assignment 4 due |
|
| 11 |
October 21 |
Decision Making (slides) |
[RN] Ch 16 [PM] Ch 12.1-12.4 |
|
October 21 |
Chat Assignment 5 out |
|
|
October 23 |
Assignment 2 due |
|
| 12 |
October 26 |
Markov Decision Processes (slides) |
[RN] Ch 17.1-17.4 [PM] Ch 12.5 |
|
October 26 |
Assignment 3 out |
|
|
October 26 |
Chat Assignment 5 due |
|
| 13 |
October 28 |
Intro to Machine Learning (slides) |
[RN] CH 18.1-18.2, 18.4, Ch 20.1-20.2 [PM] Ch 7.1-7.2, 7.4, Ch 10.1-10.2 |
|
October 28 |
Chat Assignment 6 out |
|
|
October 29 |
Midterm Exam |
|
| 14 |
November 2 |
Machine Learning (slides) |
[RN] Ch 18.3, Ch 18.6 [PM] Ch 7.3-7.4 |
|
November 2 |
Chat Assignment 6 due |
|
| 15 |
November 4 |
Neural Networks (slides) |
[RN] Ch 18.7 [PM] Ch 8 |
|
November 4 |
Chat Assignment 7 out |
|
| 16 |
November 9 |
Multi-Armed Bandits and Exploration vs Exploitation (slides) |
[Sutton and Barto] Ch 2 |
|
November 9 |
Chat Assignment 7 due |
|
| 17 |
November 11 |
Reinforcement Learning (slides) |
|
|
November 11 |
Chat Assignment 8 out |
|
|
November 13 |
Assignment 3 due |
|
| 18 |
November 16 |
Reinforcement Learning (slides) |
|
|
November 16 |
Chat Assignment 8 due |
|
|
November 16 |
Assignment 4 out |
|
| 19 |
November 18 |
Reward Modeling, Alignment, and Unintended Behaviours (slides) |
|
|
November 18 |
Chat Assignment 9 out |
|
| 20 |
November 23 |
Multiagent Systems: Game Theory (slides) |
|
|
November 23 |
Chat Assignment 9 due |
|
| 21 |
November 25 |
Stratgic Interactions and Multiagent Learning (slides) |
|
|
November 25 |
Chat Assignment 10 out |
|
| 22 |
November 30 |
LLM Agent Dynamics (slides) |
|
|
November 30 |
Chat Assignment 10 due |
|
| 23 |
December 2 |
Cooperative AI (slides) |
|
|
December 4 |
Assignment 4 due |
|
| 24 |
December 7 |
Course Overview (slides) |
|
|
December 7 |
Projects due |
|