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T Jan 15: Intro to AI
Reading: Ch. 1
Slides: pdf. -
R Jan 17: History of AI
Reading: Ch. 1
Slides: pdf. -
T Jan 22: Agents
Reading: Ch. 2
Slides: pdf.
Assignment 1 published -
R Jan 24: Uninformed Search: Tree Search, including BFS, DFS, IDS
Reading: Sec. 3.1-3.2
Slides: pdf. -
T Jan 29: Informed Search: Greedy, A*
Reading: Sec. 3.3-3.6
Slides: pdf. -
R Jan 31:
Constraint Satisfaction Problems
Reading: Ch. 6
Slides: pdf.
Assignment 1 due M Feb 4 -
T Feb 5: Planning
Reading: Ch. 10
Assignment 2 published
Slides: pdf. -
R Feb 7: Two-Player Games
Reading: Ch. 5
Slides: pdf. -
T Feb 12: Game Theory
Slides: pdf. -
R Feb 14: Probability
Reading: Ch. 13, Recommended Problems: 13.1-12, 16.3
Slides: pdf. -
T Feb 19: Random Variables
Reading: Ch. 13
Slides: pdf. -
R Feb 21: Stochastic Games,
Imperfect Information, and Stochastic Search
Reading: Sec. 17.5-17.6
Slides: pdf. -
T Feb 26: Exam 1 Review
Review 1 -
R Feb 28:
Exam 1 (in class) -
T Mar 5:
Bayesian Inference
and Bayesian Learning
Reading: Ch. 13, Recommended Problems: 13.13-24, 18.18, 20.9; repeat 13.22 using Laplace smoothing
Slides: pdf. -
R Mar 7:Linear Dichotomizers: Bayesian, Perceptron, Logistic Regression
Reading: Sections 18.6-18.7, Recommended Problems: 18.16,20,21,23,25; 20.4
Slides: pdf. -
T Mar 12: Linear and PWL Polychotomizers: Perceptron, Softmax, KNN
Reading: Sections 18.6-18.7, Recommended Problems: 18.19,22
Slides: pdf. -
R Mar 14:
More on classification
Reading: Ch. 14, Recommended Problems:
Slides: pdf. -
T Mar 26: Bayesian Networks and Bayes Net Inference
Reading: Ch. 20, Recommended Problems: 14.15-16,20.1-3,20.6,20.8,20.10, 14.1-8,11-14;16.5,16.17 -
R Mar 28: Hidden Markov Models
Reading: Ch. 15, Recommended Problems: 15.1-6,13-17
Assignment 3 due M Apr 1 Slides: pdf. -
T Apr 2: Markov Decision Processes
Reading: Ch. 17, Recommended Problems: 17.1-10
Assignment 4 published pdf. -
R Apr 4: Reinforcement Learning
Reading: Ch. 21, Recommended Problems: 22.2,4,6,8
pdf.
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T Apr 9: Deep Learning
Slides: pptx, pdf. -
R Apr 11: Deep Reinforcement Learning
Slides: pptx, pdf. -
T Apr 16: Natural Language Processing
Slides: pptx, pdf. -
R Apr 18: Speech
Assignment 4 due M Apr 22
Slides: pptx, pdf. -
T Apr 23: Societal Impacts of AI
Slides: pptx, pdf. -
R Apr 25: Exam 2 Review
Slides: pdf. -
T Apr 30:
Exam 2 Review
Slides: pdf. - Exam 2: Monday, May 6, 9:30-10:45am, MatSEB 100
Assignment 2 due M Feb 25
Assignment 3 published
Slides: pdf.