Schedule for F23 CS486/686
Note that this schedule is subject to change.
- Sept 7: Introduction
- Notes:[pdf]
- Readings: Ch 1, 2 (R and N), Ch 1 (P and M)
- Sept 12: Search
- Notes:[pdf]
- Readings: Ch 3.1-3.4 (R and N), Ch 3.1-3.5 (P and M)
- Sept 14: Heuristic Search
- Notes: [pdf]
- Readings: Ch 3.5-3.6 (R and N), Ch 3.6-3.7 (P and M)
- Sept 19: CSPs
- Notes: [pdf]
- Readings: Ch 6.1-6.3 (R and N), Ch 4.1-4.5 (P and M)
- Sept 21: Uncertainty/ Bayesian Networks
- Notes:[pdf]
- Readings: R and N, CH 14.1-14.2, 14.7. P and M: Ch 9.1-9.5
- Sept 26: Bayesian Networks
- Notes:[pdf]
- Readings: R and N: Ch 14.1-14.2, 14.7. P and M: Ch 9.1-9.5
- Sept 28: Probabilistic Reasoning over Time
- Notes:[pdf]
- Readings: R and N: Ch 15.1-15.3, Ch 15.5 , P and M: Ch 9.6
- Oct 3: Causal Inference
- Notes: [pdf]
- Readings: P and M: Ch 11
- Oct 5: Machine Learning
- Notes:[pdf]
- Readings: R and N: Ch 18.1-18.2, P and M: Ch 7.1-7.3
- Oct 17: Machine Learning (Decision Trees)
- Notes:[pdf]
- Readings: R and N: Ch 19.3, 19.8, P and M: Ch7.3-7.5
- Oct 19: Machine Learning (Neural Nets)
- Notes:[pdf]
- Readings: R and N: Ch 21.1, P and M: Ch 8.1
- Oct 24: Machine Learning (Neural Nets)
- Oct 26: Statistical Learning
- Notes:[pdf]
- Readings: R and N: Ch 20.1-20.2, P and M: Ch 10.1-10.2
- Oct 31: Decision Theory/MDPs
- Notes:[pdf]
- Readings: R and N: Ch 16, P and M: Ch 12
- Nov 2: MDPs
- Notes:[pdf]
- Readings:R and N: Ch 17.1-17.2, P and M: Ch 12.5
- Nov 7: Bandits
- Notes:[pdf]
- Readings: R and N: Ch 22, P and M: Ch 13
- Nov 9: Reinforcement Learning
- Notes:[pdf]
- Readings: R and N: Ch 22, P and M: Ch 13
- Nov 14: Reinforcement Learning
- Notes:[pdf]
- Readings: See above
- Nov 16: Game Theory
- Notes:[pdf]
- Readings:R and N: Ch 18.1-18.2, P and M: Ch 14
- Nov 21: Game Tree Search
- Nov 23: Game Tree Search
- Nov 28: Multiagent Systems and MARL
- Nov 30: MARL
- Dec 5: Review