CS 188: Artificial Intelligence

Spring 2012

Announcements Course Info Lectures/Syllabus/Schedule Assignments Section FAQ Piazza Short Videos

Posted 5/112012

Perceptron

Laplace Smoothing

Posted 5/10/2012

Maximum Likelihood

Minor typo notice: for the binomial distribution, it should be (1-\mu)^4 \mu^2 (rather than (1 - \mu)^3 \mu^2). This results in \mu = 2/6 (rather than 2/5). (Thanks to Hemant for catching this!)

Sampling in Bayes Nets

[updated with edited version: 2012/6/2]

Posted 5/9/2012

DFS and BFS

A* Search

Elimination of a Single Variable in Variable Elimination

Posted Before Midterm 2

Minimax

Value Iteration

D-Separation

Variable Elimination

Sampling in Bayes' Nets

Practice Midterm 2, Q1 Probability, part 1, part 2

Practice Midterm2, Q2 MDPs and RL, part 1, part 2

Practice Midterm 2, Q3 Bayes Nets

Practice Midterm 2, Q4 Sampling