CS 4013/5013 Artificial Intelligence Class schedule

The following is a schedule of the lectures and presentations for CS 4013/5013 Artificial Intelligence for Spring 2011. This schedule will be updated throughout the semester. All readings are from Artificial Intelligence by Russell & Norvig third edition (blue book) unless otherwise noted.

Date Topic Assigned Reading Assigned Due
Jan 18 (Week 1: Intro and Agent Design) Introduction to AI & intelligent agents      
Jan 20
Snow day!
Jan 25 (Week 2: Search) Intelligent agents Ch 2 through 2.3, 3.1    
Jan 27 Problem formulation   Project 0  
Feb 1 (Week 3: Search)
Snow/Blizzard day!
Project 0
Feb 3
Snow/Blizzard day!
Project 1
Feb 8 (Week 4: Search) Uninformed search, Informed (heuristic) search 3.4, 3.5-3.6    
Feb 10 A*, Local search 4.1-4.2 Project 2 (given out Feb 11) Project 1 (due Feb 12)
Feb 15 (Week 5: Search) Search in the real-world 4.3-4.5    
Feb 17 Adversarial search 5.1-5.3
Feb 22 (Week 6: CSPs) Real-world games 5.4-5.8 Project 3 Project 2
Feb 24 Constraint satisfaction problems 6.1-6.2  
Mar 1 (Week 7: Learning) Finish CSPs and midterm review 6.3-6.5 Project 3
Mar 3
Midterm 1
Mar 8 (Week 8: Learning) Introduction to learning 18.1-18.2    
Mar 10 Evolutionary Computation 4.1.4 Project 4  
Mar 12-20
Spring Break!
Mar 22 (Week 9: Learning) Decision trees, Learning curves 18.3    
Mar 24 Clustering and nearest neighbor methods 18.8.1 Project 5 Project 4
Mar 29 (Week 10: Midterm)

Kernel regression and overfitting

18.8.4, 18.3.5    
Mar 31 Linear regression 18.6    
Apr 5 (Week 11: Multi-agent systems) Learning wrapup and midterm review     Project 5
Apr 7 Midterm 2
Apr 12 (Week 12: Planning)
Classical planning: logic overview
10.1
   
Apr 14

Classical planning: STRIPS representation

     
Apr 19 (Week 13: Planning) Classical planning: forward and backwards search 10.2  
Apr 21 Partial Order Planning 10.4.4    
Apr 26 (Week 14: MAS) Planning and acting in the real-world 11.1-11.3  
Apr 28 Multi-agent planning 11.4    
May 3 (Week 15: MAS) Multi-agent systems/Finish project      
May 5 (Course wrapup) Final review    
May 12
Final exam 1:30-3:30