Reference material
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! November !!Day!! Topic !! Quiz #!! Playlist | ! November !!Day!! Topic !! Quiz #!! Playlist | ||
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| - | | 2 || Wed || [http://courses.csail.mit.edu/6.034f/ai3/SVM.pdf Support-vector machines] || 4 || Get a little help from my friends, Beatles | + | | 2 || Wed || [http://courses.csail.mit.edu/6.034f/ai3/SVM.pdf Support-vector machines], [http://ai6034.mit.edu/fall11/images/SVM_and_Boosting.pdf SVM (and Boosting) Notes] || 4 || Get a little help from my friends, Beatles |
|- | |- | ||
| 7 || Mon || [http://courses.csail.mit.edu/6.034f/ai3/ch16.pdf Learning from near misses] || 3 || Imma Be Rocking that Body, Peas | | 7 || Mon || [http://courses.csail.mit.edu/6.034f/ai3/ch16.pdf Learning from near misses] || 3 || Imma Be Rocking that Body, Peas | ||
Revision as of 21:33, 6 December 2011
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 | GPS, SOAR, Subsumption, Society of Mind, Genesis | 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 | - | - |
