- T Jan 16: Intro to AI (pdf), Reading: Ch. 1
- R Jan 18: History of AI (pdf), Reading: Ch. 1
- T Jan 23: Agents (pdf), Reading: Ch. 2
-
R Jan 25: Search Intro
(pdf),
Reading: Sec. 3.1-3.2
Assignment 1 published - T Jan 30: Search Order (pdf), Reading: Sec. 3.3-3.6
- R Feb 1: Constraint Satisfaction Problems (pdf), Reading: Ch. 6
- T Feb 6: Planning (pdf), Reading: Ch. 10
-
R Feb 8:
Two-Player Games
(pdf),
Reading: Ch. 5
Assignment 1 due M Feb 12 - T Feb 13: Stochastic Games, Imperfect Information, and Stochastic Search (pdf)
-
R Feb 15:
Game Theory
(pdf)
Reading: Sec. 17.5-17.6
Assignment 2 published - T Feb 20: Lecture Cancelled
- R Feb 22: Exam 1 Review (pdf)
- T Feb 27: Exam 1 (in class)
-
R Mar 1:
Probability
(pdf)
Reading: Ch. 13
Recommended Problems: 13.1-12, 16.3 - T Mar 6: Random Variables (pdf) Reading: Ch. 13
-
R Mar 8:
Bayesian Inference
and Bayesian Learning
(pdf)
Reading: Ch. 13
Recommended Problems: 13.13-24, 18.18, 20.9; repeat 13.22 using Laplace smoothing
Assignment 2 due M Mar 12 -
T Mar 13:
Linear Classifiers
(pdf),
Reading: Sections 18.6-18.7
Recommended Problems: 18.16,20,21,23,25; 20.4
Assignment 3 published -
R Mar 15:
Deep Learning
(pdf),
Reading: Sections 18.6-18.7
Recommended Problems: 18.19,22 -
T Mar 27:
Bayesian Networks
(pdf),
Reading: Ch. 14
Recommended Problems: 14.1-8,11-14;16.5,16.17 -
R Mar 29:
Bayes Net Inference
(pdf),
Reading: Ch. 20
Recommended Problems: 14.15-16,20.1-3,20.6,20.8,20.10 -
T Apr 3:
Hidden Markov Models
(pdf),
Reading: Ch. 15
Recommended Problems: 15.1-6,13-17 -
R Apr 5:
Markov Decision Processes
(pdf),
Reading: Ch. 17
Recommended Problems: 17.1-10
Assignment 3 due M Apr 9
Assignment 4 published -
T Apr 10:
Reinforcement Learning
(pdf),
Reading: Ch. 21
Recommended Problems: 22.2,4,6,8 - R Apr 12: Deep Reinforcement Learning (pdf)
- T Apr 17: Language Acquisition by an Anthroporphic Robot
- R Apr 19: Deep Reinforcement Learning: Deep Learning Part 1, Deep Learning Part 2, Deep Q-Learning.
- T Apr 24: Perception (pdf)
-
R Apr 26:
Societal Impacts of AI
(pdf)
Assignment 4 due M May 1 23:59:59 - T May 1: Exam 2 Review (pdf) Exam 2 Review
- T May 8, 13:30-15:30: Exam 2