Reference material
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- | + | Some of the readings come from Patrick Winston's AI textbook (third edition), which exists as a [http://www.amazon.com/Artificial-Intelligence-3rd-Winston/dp/0201533774/ physical book], but is also available [http://courses.csail.mit.edu/6.034f/ai3/ on the internet] (and there's a table of contents [http://people.csail.mit.edu/phw/Books/AITABLE.HTML here]). | |
= Topics and Playlist 2011 = | = Topics and Playlist 2011 = | ||
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! September !!Day!! Topic !! Quiz # !! Playlist | ! September !!Day!! Topic !! Quiz # !! Playlist | ||
|- | |- | ||
- | | | + | | 5 || Wed || What it's all about || 1 || This could be the last time, Stones |
|- | |- | ||
- | | | + | | 10 || Mon || [http://courses.csail.mit.edu/6.034f/ai3/saint.pdf Goal trees and problem solving] || 1 || You can get it if you really want it, Jimmy Cliff |
|- | |- | ||
- | | | + | | 12 || Wed || [http://courses.csail.mit.edu/6.034f/ai3/ch3.pdf Rule-based expert systems (pp.53-60)] || 1 || Engineer's Song, Chorallaries |
|- | |- | ||
- | | | + | | 14 || Mon || [http://courses.csail.mit.edu/6.034f/ai3/ch4.pdf Basic search] || 1 || Searchin', Stones |
|- | |- | ||
- | | | + | | 17 || Fri || [http://courses.csail.mit.edu/6.034f/ai3/ch5.pdf Optimal search] || 1 || Route 66, Stones |
|- | |- | ||
- | | | + | | 19 || Mon || [http://courses.csail.mit.edu/6.034f/ai3/ch6.pdf Games] || 2 || It's Only Rock and Roll, Stones |
|- | |- | ||
- | | | + | | 24 || Wed || [http://courses.csail.mit.edu/6.034f/ai3/ch12.pdf Constraints in interpretation] || 2 || I Can't Get No Satisfaction, Stones |
+ | |- | ||
+ | | 26 || Wed || Quiz 1|| - || - | ||
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! October !!Day!! Topic !! Quiz #!! Playlist | ! October !!Day!! Topic !! Quiz #!! Playlist | ||
|- | |- | ||
- | | | + | | 1 || Mon|| Constraints in resource allocation || 2 || Paint it Black, Stones |
|- | |- | ||
- | | | + | | 3 || Wed || [http://courses.csail.mit.edu/6.034f/ai3/ch26.pdf Constraints in recognition] || 2 || The First Time I Saw your Face, Presley |
|- | |- | ||
- | | | + | | 10 || Wed|| [http://courses.csail.mit.edu/6.034f/ai3/ch19.pdf Nearest neighbor learning] /[http://courses.csail.mit.edu/6.034f/sleep.pdf Sleep] || 3 || ABC song, Ray Charles et al. |
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|- | |- | ||
- | | | + | | 12 || Fri|| [http://courses.csail.mit.edu/6.034f/ai3/ch21.pdf Identification tree learning] || 3 || To be determined <!-- Romanian national anthem, Desteapta-te române! --> |
|- | |- | ||
- | | | + | | 15 || Mon|| [http://courses.csail.mit.edu/6.034f/ai3/netmath.pdf Neural net learning] || 3 || 19th Nervous Breakdown, Stones |
|- | |- | ||
- | | | + | | 17 || Wed|| [http://courses.csail.mit.edu/6.034f/ai3/ch25.pdf Genetic algorithms] || 3 || Let's spend the night together, Stones |
|- | |- | ||
- | | | + | | 22 || Mon || [http://courses.csail.mit.edu/6.803/pdf/yip.pdf Learning in sparse spaces] || 3 || You talk too much, Peas |
|- | |- | ||
- | | | + | | 24 || Wed || Quiz 2|| - || - |
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- | + | | 29 || Mon || [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 | |
|- | |- | ||
- | | | + | | 31 || Wed || [http://courses.csail.mit.edu/6.034f/ai3/boosting.pdf Boosting (Winston and Ortiz notes)], [http://courses.csail.mit.edu/6.034f/ai3/msri.pdf Boosting (Shapiri paper)] || 4 || Workin' together, Ike and Tina Turner |
|- | |- | ||
- | + | ! November !!Day!! Topic !! Quiz #!! Playlist | |
|- | |- | ||
- | | | + | | 5 || Mon || [http://courses.csail.mit.edu/6.034f/ai3/ch16.pdf Learning from near misses] || 3 || Imma Be Rocking that Body, Peas |
|- | |- | ||
- | | | + | | 7 || Wed|| [http://courses.csail.mit.edu/6.034f/ai3/Emotionmachine.pdf Slides] <br>GPS, [http://courses.csail.mit.edu/6.034f/ai3/SOAR.pdf SOAR], [http://courses.csail.mit.edu/6.034f/ai3/Subsumption.pdf Subsumption], [http://web.media.mit.edu/~minsky/eb5.html Society of Mind]|| 4 || Thus spake Zarathustra, Strauss |
|- | |- | ||
- | | | + | | 14 || Wed || Quiz 3|| - || - |
|- | |- | ||
- | | | + | | 19 || Mon || [http://courses.csail.mit.edu/6.034f/ai3/ch9.pdf Representation] || 4 || Selections from the Black Watch, aka The Ladies from Hell |
|- | |- | ||
- | | | + | | 21 || Wed || The AI Business || - || Money, money, ABBA |
|- | |- | ||
- | | | + | | 26 || Mon || [http://courses.csail.mit.edu/6.034f/ai3/bayes.pdf Probabilistic inference I] || 5 || Oh No, Not You Again, Stones |
|- | |- | ||
- | | | + | | 28 || Wed || [http://courses.csail.mit.edu/6.034f/ai3/bayes.pdf Probabilistic inference II] || 5 || Tumbling Dice, Stones |
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! December !!Day!! Topic !! Quiz #!! Playlist | ! December !!Day!! Topic !! Quiz #!! Playlist | ||
|- | |- | ||
- | | | + | | 3 || Mon|| [http://courses.csail.mit.edu/6.034f/ai3/Rightway.pdf Slides] <br> [http://courses.csail.mit.edu/6.034f/ai3/Submitted.pdf Hypotheses: more than you want to know]|| 5 || Ode to Joy, Ninth Symphony, Beethoven |
|- | |- | ||
- | | | + | | 5 || Wed || Quiz 4|| - || - |
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- | | 12 || | + | | 12 || Wed ||[http://courses.csail.mit.edu/6.034f/ai3/Farewell2011.pdf Slides] <br> [http://courses.csail.mit.edu/6.034f/ai3/coen-short.pdf Cross-modal clustering: less and more than you want to know] || 5 || Don't stop, Stones |
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+ | |||
+ | <!-- | ||
+ | | 5 || Mon || [http://courses.csail.mit.edu/6.034f/ai3/Kanwisher2010.pdf Watching the brain at work, less than you want to know]<br>[http://web.mit.edu/bcs/nklab/publications.shtml Watching the brain at work, more than you want to know] || 5 || Happy, Stones | ||
|- | |- | ||
+ | --> |
Revision as of 18:29, 30 August 2012
Some 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 |
---|---|---|---|---|
5 | Wed | What it's all about | 1 | This could be the last time, Stones |
10 | Mon | Goal trees and problem solving | 1 | You can get it if you really want it, Jimmy Cliff |
12 | Wed | Rule-based expert systems (pp.53-60) | 1 | Engineer's Song, Chorallaries |
14 | Mon | Basic search | 1 | Searchin', Stones |
17 | Fri | Optimal search | 1 | Route 66, Stones |
19 | Mon | Games | 2 | It's Only Rock and Roll, Stones |
24 | Wed | Constraints in interpretation | 2 | I Can't Get No Satisfaction, Stones |
26 | Wed | Quiz 1 | - | - |
October | Day | Topic | Quiz # | Playlist |
1 | Mon | Constraints in resource allocation | 2 | Paint it Black, Stones |
3 | Wed | Constraints in recognition | 2 | The First Time I Saw your Face, Presley |
10 | Wed | Nearest neighbor learning /Sleep | 3 | ABC song, Ray Charles et al. |
12 | Fri | Identification tree learning | 3 | To be determined |
15 | Mon | Neural net learning | 3 | 19th Nervous Breakdown, Stones |
17 | Wed | Genetic algorithms | 3 | Let's spend the night together, Stones |
22 | Mon | Learning in sparse spaces | 3 | You talk too much, Peas |
24 | Wed | Quiz 2 | - | - |
29 | Mon | Support-vector machines, SVM (and Boosting) Notes | 4 | Get a little help from my friends, Beatles |
31 | Wed | Boosting (Winston and Ortiz notes), Boosting (Shapiri paper) | 4 | Workin' together, Ike and Tina Turner |
November | Day | Topic | Quiz # | Playlist |
5 | Mon | Learning from near misses | 3 | Imma Be Rocking that Body, Peas |
7 | Wed | Slides GPS, SOAR, Subsumption, Society of Mind | 4 | Thus spake Zarathustra, Strauss |
14 | Wed | Quiz 3 | - | - |
19 | Mon | Representation | 4 | Selections from the Black Watch, aka The Ladies from Hell |
21 | Wed | The AI Business | - | Money, money, ABBA |
26 | Mon | Probabilistic inference I | 5 | Oh No, Not You Again, Stones |
28 | Wed | Probabilistic inference II | 5 | Tumbling Dice, Stones |
December | Day | Topic | Quiz # | Playlist |
3 | Mon | Slides Hypotheses: more than you want to know | 5 | Ode to Joy, Ninth Symphony, Beethoven |
5 | Wed | Quiz 4 | - | - |
12 | Wed | Slides Cross-modal clustering: less and more than you want to know | 5 | Don't stop, Stones |