Reference material
From 6.034 Wiki
Most of the readings come from Patrick Winston's AI textbook (third edition), which exists as a physical book, but is also available on the internet (and there's a table of contents here).
Topics and Playlist 2011
September | Day | Topic | Playlist |
---|---|---|---|
7 | Wed | What it's all about | This could be the last time, Stones |
12 | Mon | Goal trees and symbolic integration | You can get it if you really want it, Jimmy Cliff |
14 | Wed | Goals and rule-based systems (pp.53-60) | Engineer's Song, Chorallaries |
19 | Mon | Basic search | Searchin', Stones |
23 | Fri | Optimal search | Route 66, Stones |
26 | Mon | Games | It's Only Rock and Roll, Stones |
October | Day | Topic | Playlist |
3 | Wed | Constraints in drawings | I Can't Get No Satisfaction, Stones |
5 | Wed | Constraints in maps and resource allocation | Paint it Black, Stones |
12 | Wed | Constraints in object recognition | The First Time I Saw your Face, Presley |
14 | Fri | Nearest neighbor learning /Sleep | ABC song, Ray Charles et al. |
17 | Mon | Identification tree learning | Romanian national anthem, Desteapta-te române! |
19 | Wed | Neural net learning | 19th Nervous Breakdown, Stones |
24 | Mon | Genetic algorithms | Let's spend the night together, Stones |
31 | Mon | Learning in sparse spaces | You talk too much, Peas |
November | Day | Topic | Playlist |
2 | Wed | Support-vector machines | Get a little help from my friends, Beatles |
7 | Mon | Learning from near misses | Imma Be Rocking that Body, Peas |
9 | Wed | Boosting (Winston and Ortiz notes), Boosting (Shapiri paper) | Workin' together, Ike and Tina Turner |
14 | Mon | Frames and representation | Selections from the Black Watch, aka The Ladies from Hell |
21 | Mon | GPS, SOAR, Subsumption, Society of Mind, Genesis | Thus spake Zarathustra, Strauss |
23 | Wed | The AI Business | Money, money, ABBA |
28 | Mon | Probabilistic inference I | Oh No, Not You Again, Stones |
30 | Wed | Probabilistic inference II | Tumbling Dice, Stones |
December | Day | Topic | Playlist |
5 | Mon | Watching the brain at work | Happy, Stones |