Course Syllabus

This schedule is subject to change. "AIMA2e" in the readings stands for Artificial Intelligence: A Modern Approach, second edition.

Past exams

Date	No.	Topic	Readings	Lecture Material	Exercises	Assignments
Thu, 7-Sep	1	Introduction, A* Search	AIMA2e 1-4		Exercises Solutions
Tue, 12-Sep	2	Propositional Logic, DPLL	AIMA2e 7			Project 0 Out
Thu, 14-Sep	3	FOL Syntax and Semantics	AIMA2e 7-8
Tue, 19-Sep	4	FOL Proofs	AIMA2e 9		Exercises Solutions
Thu, 21-Sep	5	FOL Proofs	AIMA2e 9		Exercises Solutions	[Project 0 Due Wed 20-Sept 11:59pm] Project 1a Out
Tue, 26-Sep	6	Planning	AIMA2e 10.3, 11	Notes on Planning
Thu, 28-Sep	7	Planning	AIMA2e 10.3, 11
Tue, 3-Oct	8	Probability	AIMA2e 13		Exercises Solutions	Project 1a due [5pm] Project 1b Out
Thu, 5-Oct	9	Bayesian Networks	AIMA2e 14.1-14.3
Tue, 10-Oct		Holiday
Thu, 12-Oct	10	Variable Elimination	AIMA2e 14.4
Tue, 17-Oct	11	Sampling Methods	AIMA2e 14.5			Project 1b due [5pm] Project 2 Out
Thu, 19-Oct	12	HMMs	AIMA2e 15	Lumiere handout
Tue, 24-Oct	13	HMMs	AIMA2e 15
Thu, 26-Oct		*** Review ***			Past exams
Tue, 31-Oct		*** Quiz - Open book *** Covers material through HMMs			Quiz solutions
Thu, 2-Nov	14	Utility and Decision Theory	AIMA2e 16
Tue, 7-Nov	15	Markov Decision Processes	AIMA2e 17
Thu, 9-Nov	16	Markov Decision Processes	AIMA2e 17			Project 2 due [5pm] Project 3 Out
Tue, 14-Nov	17	POMDPs	AIMA2e 17.5
Thu, 16-Nov	18	Reinforcement Learning	AIMA2e 21
Tue, 21-Nov	19	Parameter Estimation	AIMA2e 20.1-20.2
Thu, 23-Nov		Holiday
Tue, 28-Nov	20	Missing Data (EM)	AIMA2e 20.3
Thu, 30-Nov	21	Supervised Learning	AIMA2e 20.5-20.6	Generative methods
Tue, 5-Dec	22	Supervised Learning	AIMA2e 20.5-20.6	Discriminative methods
Thu, 7-Dec	22	Supervised Learning	AIMA2e 20.5-20.6	SVMs		Project 3 due
Tue, 12-Dec	23	Wrapup/HKN Evaluations	AIMA2e 26
21-Dec		*** Final Exam ***	In 32-124	usual room