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 | Quiz # | Playlist | |
---|---|---|---|---|---|
7 | Wed | What it's all about | 1 | This could be the last time, Stones | |
12 | Mon | Goal trees and symbolic integration | 1 | You can get it if you really want it, Jimmy Cliff | |
14 | Wed | Goals and rule-based systems (pp.53-60) | 1 | Engineer's Song, Chorallaries | |
19 | Mon | Basic search | 1 | Searchin', Stones | |
23 | Fri | Optimal search | 1 | Route 66, Stones | |
26 | Mon | Games | 2 | It's Only Rock and Roll, Stones | |
28 | Wed | Quiz 1 | - | - | |
October | Day | Topic | Quiz # | Playlist | |
3 | Wed | Constraints in drawings | 2 | I Can't Get No Satisfaction, Stones | |
5 | Wed | Constraints in maps and resource allocation | 2 | Paint it Black, Stones | |
12 | Wed | Constraints in object recognition | 2 | The First Time I Saw your Face, Presley | |
14 | Fri | Nearest neighbor learning /Sleep | 3 | ABC song, Ray Charles et al. | |
17 | Mon | Identification tree learning | 3 | Romanian national anthem, Desteapta-te române! | |
19 | Wed | Neural net learning | 3 | 19th Nervous Breakdown, Stones | |
24 | Mon | Genetic algorithms | 3 | Let's spend the night together, Stones | |
26 | Wed | Quiz 2 | - | - | |
31 | Mon | Learning in sparse spaces | 3 | You talk too much, Peas | |
November | Day | Topic | Quiz # | Playlist | |
2 | Wed | Support-vector machines, SVM (and Boosting) Notes | 4 | Get a little help from my friends, Beatles | |
7 | Mon | Learning from near misses | 3 | Imma Be Rocking that Body, Peas | |
9 | Wed | Boosting (Winston and Ortiz notes), Boosting (Shapiri paper) | 4 | Workin' together, Ike and Tina Turner | |
14 | Mon | Frames and representation | 4 | Selections from the Black Watch, aka The Ladies from Hell | |
16 | Wed | Quiz 3 | - | - | |
21 | Mon | Slides GPS, SOAR, Subsumption, Society of Mind | 4 | Thus spake Zarathustra, Strauss | |
23 | Wed | The AI Business | - | Money, money, ABBA | |
28 | Mon | Probabilistic inference I | 5 | Oh No, Not You Again, Stones | |
30 | Wed | Probabilistic inference II | 5 | Tumbling Dice, Stones | |
December | Day | Topic | Quiz # | Playlist | |
5 | Mon | Watching the brain at work, less than you want to know Watching the brain at work, more than you want to know | 5 | Happy, Stones | |
7 | Wed | Quiz 4 | - | - | |
12 | Mon | Slides Hypotheses: more than you want to know | 5 | Ode to Joy, Ninth Symphony, Beethoven | |
14 | Wed | Slides Cross-modal clustering: less and more than you want to know | Cross modal clustering, remarks, discussion of the final | 5 | Don't stop, Stones |