Reference material

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= Topics and Playlist 2012 =
 
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Assignment of material to quizzes is tentative, but final assignment will be announced
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Pdfs of Prof. Winston's book, <i> Artificial Intelligence</i>, are [https://www.dropbox.com/s/y24zxp2pqrk1vfp/Winston%20AI%203rd.zip?dl=0 here].
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well before each quiz.
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<i>srn</i> in an assignment means the material will be in the "spiritual" and "right-now" part of the
 
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quiz.  See [[Grading and collaboration policy]].
 
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<!--
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Assignment of material to quizzes is shown below. (Any changes to the information below will be announced well before a quiz.)  SRN in an assignment means the material will be <!--in the "spiritual" and "right-now" part of the
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quiz.--> <!--separate assignment.  See [[Grading and collaboration policy]].
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Included below are readings associated with lecture topics; many are from Prof. Winston's book, <i> Artificial Intelligence</i>.  (The bibliography for the book can be found [https://ai6034.mit.edu/wiki/images/Winston-AI3-biblio.pdf here].)  If/when terminology differs, prefer terminology used in the current lectures, recitations, and programming labs.
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Tbd....
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-->
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<!--
{| border=1 cellspacing=0 cellpadding=3 style="font-size:90%;"
{| border=1 cellspacing=0 cellpadding=3 style="font-size:90%;"
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! September !!Day!! Topic !! Quiz # !! Playlist
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! September !!Day!! Topic !! Quiz #
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| 5 || Wed || What it's all about ||<!-- 1 --> || Start me up, Stones
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| 4 || Wed || What it's all about, [http://ai6034.mit.edu/wiki/images/Intro_lecture_summary.pdf summary] ||  
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|-  
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| 10 || Mon || [http://courses.csail.mit.edu/6.034f/ai3/saint.pdf Goal trees and problem solving] || 1 || This could be the last time, Stones
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| 6 || Fri || [http://courses.csail.mit.edu/6.034f/ai3/ch3.pdf Problem solving and goal trees], [https://ai6034.mit.edu/wiki/images/SlagleSlides.pdf slides] || 1
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-->
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<!-- commented out for 2019| 6 || Fri || [http://courses.csail.mit.edu/6.034f/ai3/ch3.pdf Problem solving and goal trees], [https://ai6034.mit.edu/wiki/images/SlagleSlides.pdf slides], (MOVER program, see pgs 53-60 in Problem solving and goal trees ref) || 1 (2SRN)
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-->
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<!--
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|-
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| 9 || Mon || [http://courses.csail.mit.edu/6.034f/ai3/ch7.pdf Rule-based expert systems], [https://ai6034.mit.edu/wiki/images/RBS.pdf slides]  || 1
|-  
|-  
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| 12 || Wed || [http://courses.csail.mit.edu/6.034f/ai3/ch3.pdf Rule-based expert systems (pp.53-60)] || 1 || Engineer's Song, Chorallaries
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| 11 || Wed || [http://courses.csail.mit.edu/6.034f/ai3/ch4.pdf Basic search review], [https://ai6034.mit.edu/wiki/images/2019-09-11_Search_slides.pdf slides] || 1
|-  
|-  
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| 14 || Fri || [http://courses.csail.mit.edu/6.034f/ai3/ch4.pdf Basic search] || ---|| Searchin', Beatles
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|13 || Fri || [http://courses.csail.mit.edu/6.034f/ai3/ch5.pdf Optimal search], [https://ai6034.mit.edu/wiki/images/Optimal_search-boards.jpg boards] || 1
|-  
|-  
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| 17 || Mon || [http://courses.csail.mit.edu/6.034f/ai3/ch5.pdf Optimal search] || 1 || Route 66, Stones
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| 16 || Mon || [http://courses.csail.mit.edu/6.034f/ai3/ch6.pdf Games], [https://www.dropbox.com/s/0wk3kdv2hhh3dos/games-practice.zip?dl=0 practice problems] || 1
|-
|-
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| 19 || Wed || [http://courses.csail.mit.edu/6.034f/ai3/ch6.pdf Games] || 1 || It's Only Rock and Roll, Stones
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| 18 || Wed || [http://courses.csail.mit.edu/6.034f/ai3/ch12.pdf Constraints in interpretation], [https://ai6034.mit.edu/wiki/images/2019-09-18_Constraints_slides.pdf slides] || 2SRN
|-
|-
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| 24 || Mon || [http://courses.csail.mit.edu/6.034f/ai3/ch12.pdf Constraints in interpretation] || 2srn || I Can't Get No Satisfaction, Stones
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| 20 || Fri || Holiday: Student || -
|-  
|-  
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| 26 || Wed || Quiz 1|| - || -
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| 23 || Mon  || Constraints in resource allocation, [https://ai6034.mit.edu/wiki/images/2019-09-23_Constraints+ResourceAllocation_slides.pdf slides]  || 2 
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|-  
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| 25 || Wed || [https://ai6034.mit.edu/wiki/images/2019q1.pdf Quiz 1], [https://ai6034.mit.edu/wiki/images/2019s1.pdf solutions] || -  
|-
|-
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! October !!Day!! Topic !! Quiz #!! Playlist
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| 27 || Fri || Right-now:  Dr. Marc Raibert, Boston Dynamics || 2SRN
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|-
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| 30 || Mon || [http://courses.csail.mit.edu/6.034f/ai3/ch19.pdf Nearest neighbor learning], [https://ai6034.mit.edu/wiki/images/NNSlides.pdf slides] || 2
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|-
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! October !!Day !! Topic !! Quiz #
|-  
|-  
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| 1 || Mon|| Constraints in resource allocation || 2 || Paint it Black, Stones
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| 2 || Wed || [http://courses.csail.mit.edu/6.034f/ai3/ch21.pdf Identification tree learning], [https://ai6034.mit.edu/wiki/images/IDtree-boards.jpg boards] || 2  
|-  
|-  
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| 3 || Wed || [http://courses.csail.mit.edu/6.034f/ai3/ch26.pdf Constraints in recognition] || 2srn || The First Time I Saw your Face, Presley 
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| 4 || Fri || Right-now: Prof. Ed Boyden, Dept. of Biological Engineering || 2SRN
|-  
|-  
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| 5 || Fri || Professor Gerald J. Sussman: Propagator systems || 2srn ||
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| 7 || Mon|| [http://ai6034.mit.edu/wiki/images/NNetmath.pdf Neural net learning],  [https://ai6034.mit.edu/wiki/images/2019-10-07_Neural_Nets.pdf slides] || 3
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|-
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| 9 || Wed || Deep neural nets,  [https://ai6034.mit.edu/wiki/images/2019-10-09_Deep_Neural_Nets.pdf slides]  || 2SRN
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|-
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| 11 || Fri || Right-now:  Prof. Aleksander Madry, Dept. of EECS || 2SRN
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|-
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| 14 || Mon || Holiday: Columbus day || -
|-  
|-  
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| 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] || 2 || ABC song, Ray Charles et al.
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| 16 || Wed || [https://ai6034.mit.edu/wiki/images/2019q2.pdf Quiz 2], [https://ai6034.mit.edu/wiki/images/2019s2.pdf solutions] || -
|-
|-
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| 12 || Fri|| [http://courses.csail.mit.edu/6.034f/ai3/ch21.pdf Identification tree learning] || 2 || Romanian national anthem, Desteapta-te române!
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| 18 || Fri || [http://ai6034.mit.edu/wiki/images/Nature16961_AlphaGo.pdf AlphaGo] and [http://ai6034.mit.edu/wiki/images/Nature24270_AlphaGoZero.pdf AlphaGo Zero], [https://ai6034.mit.edu/wiki/images/2019-10-18_Go-basics.pdf slides], [https://ai6034.mit.edu/wiki/images/Alphago-boards.jpg boards] || 3SRN
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|-
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| 15 || Mon|| Better, and all you need to know: [http://courses.csail.mit.edu/6.034f/ai3/netmath.pdf Neural net notes<br/> Lesser, but another explanation: [http://courses.csail.mit.edu/6.034f/ai3/ch22.pdf Neural net book chapter] || 3 || 19th Nervous Breakdown, Stones  
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| 21 || Mon || [http://courses.csail.mit.edu/6.034f/ai3/SVM.pdf Support vector machines], [http://ai6034.mit.edu/wiki/images/SVM-notes.pdf SVM notes], [https://ai6034.mit.edu/wiki/images/2019-10-21_SupportVectorMachines_slides.pdf slides] || 3 
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|-
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| 23 || Wed || [http://courses.csail.mit.edu/6.803/pdf/yip.pdf Learning in sparse spaces] || 3SRN
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|-
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| 25 || Fri || [http://courses.csail.mit.edu/6.034f/ai3/ch25.pdf Genetic algorithms], [https://ai6034.mit.edu/wiki/images/GA-boards.jpg boards] || 3SRN
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|-
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| 28 || Mon || [http://courses.csail.mit.edu/6.034f/ai3/ch9.pdf Representations], [https://ai6034.mit.edu/wiki/images/2019-10-28_RepresentationSlides.pdf slides], [https://www.dropbox.com/s/32ehjj52bl4gec0/frame-practice.zip?dl=0 practice problems] || 3SRN
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|-
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| 30 || Wed || [http://courses.csail.mit.edu/6.034f/ai3/ch16.pdf Learning from near misses],  [https://ai6034.mit.edu/wiki/images/NearMiss-boards.jpg boards], [https://www.dropbox.com/s/pypbkt99g7qmdbn/near-miss-practice.zip?dl=0 practice problems] || 3SRN
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|-
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! November  !!Day !! Topic !!  Quiz #
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|-
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| 1 || Fri || Right-now:  Prof. Nancy Kanwisher, Dept. of Brain and Cognitive Sciences || 3SRN
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|-
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| 4 || Mon || Architectures: 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]; [https://ai6034.mit.edu/wiki/images/2019-11-04_ArchitectureSlides.pdf slides]  || 4SRN
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|-
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| 6 || Wed || [https://ai6034.mit.edu/wiki/images/2019q3.pdf Quiz 3], [https://ai6034.mit.edu/wiki/images/2019s3.pdf solutions]  || -
|-
|-
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| 17 || Wed|| [http://courses.csail.mit.edu/6.034f/ai3/ch25.pdf Genetic algorithms] || 3srn || Let's spend the night together, Stones
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| 8 || Fri || Probabilistic inference (part 1), [https://ai6034.mit.edu/wiki/images/2019-11-08_Probabilistic_Reasoning.pdf slides] ||
|-
|-
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| 19 || Fri || Professor Edward Boyden: real neural nets || 3srn ||
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| 11 || Mon || Holiday: Veteran's day || -
|-
|-
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| 22 || Mon || [http://courses.csail.mit.edu/6.803/pdf/yip.pdf Learning in sparse spaces] || 3srn || You talk too much, Peas
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| 13 || Wed || [https://ai6034.mit.edu/wiki/images/Bayes-notes.pdf Probabilistic inference (part 2)], [https://ai6034.mit.edu/wiki/images/2019-11-13_Bayes_Networks.pdf slides] || 4
|-
|-
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| 24 || Wed || Quiz 2|| - || -
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| 15 || Fri || Right-now:  Dr. Gill Pratt, Toyota Research Institute || 4SRN
|-
|-
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| 26 || Fri || Professor Shimon Ullman: understanding seeing || 3srn ||
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| 18 || Mon || [https://ai6034.mit.edu/wiki/images/Boosting-notes.pdf Boosting notes],  [https://ai6034.mit.edu/wiki/images/Boosting-notes-winston+ortiz.pdf Winston and Ortiz boosting notes], [http://courses.csail.mit.edu/6.034f/ai3/msri.pdf Shapire boosting paper], [https://ai6034.mit.edu/wiki/images/BoostingSlides.pdf slides]  || 4
|-  
|-  
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| 29 || Mon || Hurricane || - || -
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| 20 || Wed || Natural language and vision, Dr. Boris Katz || 4SRN
|-
|-
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| 31 || 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] || 3 || Get a little help from my friends, Beatles
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| 22 || Fri || [http://courses.csail.mit.edu/6.034f/ai3/Berwick.pdf Merge: Language and evolution], Prof. Robert Berwick || 4SRN
|-
|-
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! November !!Day!! Topic !! Quiz #!! Playlist
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| 25 || Mon || Why merge matters: [https://ai6034.mit.edu/wiki/images/CMHI-Genesis-Report.pdf Story understanding], [https://ai6034.mit.edu/wiki/images/GenesisRules.pdf Genesis rules]; Dylan Holmes || 4SRN
|-
|-
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| 2 || Fri || Professor Nancy Kanwisher: watching the brain at work <br/> [http://courses.csail.mit.edu/6.034f/ai3/Kanwisher2010.pdf Less than you want to know]<br>[http://web.mit.edu/bcs/nklab/publications.shtml Maybe more than you want to know]
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| 27 || Wed || The AI Biz || bonus 4SRN
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||3srn || <!-- Happy, Stones -->
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|-
|-
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| 5 || Mon || [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
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! December !!Day !! Topic !! Quiz #
|-
|-
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| 7 || Wed || [http://courses.csail.mit.edu/6.034f/ai3/ch16.pdf Learning from near misses] || 3srn || Hail to the Chief
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| 2 || Mon || Right-now: Prof. Randall Davis, Dept. of EECS|| bonus final SRN
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<!--
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|-  
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| 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]|| 4srn || Thus spake Zarathustra, Strauss -->
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| 4 || Wed || [https://ai6034.mit.edu/wiki/images/2019q4.pdf Quiz 4], [https://ai6034.mit.edu/wiki/images/2019s4.pdf solutions] || -
|-
|-
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| 9 || Fri || Mega recitation: how to solve neural net quiz problems || - || -
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| 6 || Fri || Right-now:  Prof. Peter Szolovits, Dept. of EECS; [https://ai6034.mit.edu/wiki/images/2019-12-06_AI&Medicine.pdf slides] || bonus final SRN
 +
|-
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| 9 || Mon|| Right-now:  Prof. Pattie Maes, Media Lab|| bonus final SRN
 +
|-
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| 11 || Wed || [https://ai6034.mit.edu/wiki/images/2019-12-11-wrap-lecture.pdf What it's all about revisited, the final], [https://ai6034.mit.edu/wiki/images/AI-related-MIT-classes.pdf follow-on classes] || bonus final SRN
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|-
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<!--
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! September !!Day!! Topic !! Quiz #  !! Playlist
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|-
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|  5 || Wed || What it's all about || 1  || This could be the last time, Stones
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|-
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|  7 || Fri || [http://courses.csail.mit.edu/6.034f/ai3/saint.pdf Goal trees and problem solving] || 1 || Start me up, Stones
 +
|-  
 +
| 10 || Mon || [http://courses.csail.mit.edu/6.034f/ai3/ch3.pdf Rule-based expert systems (pp.53-60)] || 1 || It's Only Rock and Roll
 +
|-
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| 12 || Wed || [http://courses.csail.mit.edu/6.034f/ai3/ch4.pdf Lightning review: Basic search] || 1 || Searchin', Beatles
 +
|-
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| 14 || Fri || [http://courses.csail.mit.edu/6.034f/ai3/ch5.pdf Optimal search] || 1 || Route 66, Stones
|-
|-
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| 14 || Wed || Quiz 3|| - || -
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| 17 || Mon || [http://courses.csail.mit.edu/6.034f/ai3/ch6.pdf Games] || 1 || Oh no, not you again  Olympic Anthem
|-
|-
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| 16 || Fri || Dr. Boris Katz: START, Watson, Siri and language understanding || 4srn ||
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| 19 || Wed || [http://courses.csail.mit.edu/6.034f/ai3/ch12.pdf Constraints in interpretation] || 2srn || I Can't Get No Satisfaction, Stones
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|-
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| 21 || Fri || Holiday: Student || - || -
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|-
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| 23 || Mon || Marc Raibert || 2srn || -
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|-
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| 26 || Wed || Constraints in resource allocation || 2 || Paint it Black, Stones
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|-
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| 28 || Fri || Quiz 1|| - || -
|-
|-
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| 19 || Mon || [http://courses.csail.mit.edu/6.034f/ai3/ch9.pdf Representation] || 4srn || Oh No, Not You Again, Stones <!-- Imma Be Rocking that Body, Peas ;;; Selections from the Black Watch, aka The Ladies from Hell -->
+
 
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! October !!Day!! Topic !! Quiz #!! Playlist
|-
|-
-
| 21 || Wed || The AI Business  || - || Money, money, ABBA
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| 1 || Mon || [http://courses.csail.mit.edu/6.034f/ai3/ch19.pdf Nearest neighbor learning] /[http://courses.csail.mit.edu/6.034f/sleep.pdf Sleep] || 2 || ABC song, Ray Charles et al.
|-
|-
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| 26 || Mon || [http://courses.csail.mit.edu/6.034f/ai3/bayes.pdf Probabilistic inference I] || 4 || <!--Oh No, Not You Again, Stones-->
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| 3 || Wed || [http://courses.csail.mit.edu/6.034f/ai3/ch21.pdf Identification tree learning] || 2 || Romanian national anthem, Desteapta-te române
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|-
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| 5 || Fri || Edward Boyden: Real neural nets || 2srn || Vivaldi, Four Seasons
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|-
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| 8 || Mon || Holiday: Columbus day || - || -
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|-
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| 10 || Wed || [http://courses.csail.mit.edu/6.034f/ai3/netmath.pdf Neural net learning] || 3 || 19th Nervous Breakdown, Stones 
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|-  
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| 12 || Fri || Deep neural nets  || 2srn || Ain't no mountain high enough, Marvin Gaye
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|-  
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| 15 || Mon ||[http://storage.googleapis.com/deepmind-media/alphago/AlphaGoNaturePaper.pdf AlphaGo and AlphaGo Zero ] || 2srn || It's all in a game, Tommy Edwards
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|-
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| 17 || Wed || [http://courses.csail.mit.edu/6.803/pdf/yip.pdf Learning in sparse spaces] || 3srn || You talk too much, Peas
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|-
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| 19 || Fri || Quiz 2, [https://ai6034.mit.edu/wiki/images/2019s2.pdf solutions]|| - || -
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|-
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| 22 || 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] || 3 || O Daiko  Oh no, not you again, Stones; Engineer's Song, Chorallaries
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|-
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| 24 || Wed || Deniz Yuret: Recursive neural nets || 3srn ||  You ain' nothin' but a hound dog, Presley
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|-
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| 26 || Fri || [http://courses.csail.mit.edu/6.034f/ai3/ch25.pdf Genetic algorithms] || 3srn || Let's spend the night together, Stones
 +
|-  
 +
 
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| 29 || Mon || [http://courses.csail.mit.edu/6.034f/ai3/ch16.pdf Learning from near misses] || 3/3srn ||  Creepy music for Halloween Miss You, Stones; Shippin
 +
up to Boston, Dropkick Murphys Imma BeRockingthat Body, Peas
 +
|-
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| 31 || Wed|| Pattie Maes || 3srn || -
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|-
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! November !!Day!! Topic !! Quiz #!! Playlist
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|-
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| 2 || Fri  || Boris Katz: Siri, Watson, language || 4srn || -
|-
|-
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| 28 || Wed || [http://courses.csail.mit.edu/6.034f/ai3/bayes.pdf Probabilistic inference II] || 4 || Tumbling Dice, Stones
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| 5 || Mon || Quiz 3|| - || -
|-
|-
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| 30 || Fri || Vikash Mansinghka: Statistical systems || 4srn ||
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| 7 || Wed || [http://courses.csail.mit.edu/6.034f/ai3/ch9.pdf Representation] || 4srn || Oh no, not you again, Stones
|-
|-
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! December !!Day!! Topic !! Quiz #!! Playlist
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| 9 || Fri || Architecture: 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] || 4srn ||  Thus spake Zarathustra, Strauss
|-
|-
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| 3 || Mon|| <!--[http://courses.csail.mit.edu/6.034f/ai3/Rightway.pdf Slides] <br> -->[http://groups.csail.mit.edu/genesis/trilogy.html Hypotheses: more than you want to know]|| 4srn || Ode to Joy, Ninth Symphony, Beethoven
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| 12 || Mon || Holiday: Veteran's day || - || -
|-
|-
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| 5 || Wed || Quiz 4|| - || -
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| 14 || Wed || [http://courses.csail.mit.edu/6.034f/ai3/bayes.pdf Lightning review: Probability] || 4 || Tumbling Dice, Stones
|-
|-
-
| 10 || Mon|| <!--[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] || 4srn || Don't stop, Stones
+
| 16 || Fri || [http://courses.csail.mit.edu/6.034f/ai3/bayes.pdf Probabilistic inference] || 4 || Searchin', Coasters
|-
|-
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| 19 || Mon || [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 (Shapire paper)]  || 4 ||  Workin' together, Ike and Tina Turner
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|-
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| 21 || Wed || The AI Biz  || - || Money, Money, ABBA
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|-
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| 23 || Fri || Holiday: Thanksgiving || - || -
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|-
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| 26 || Mon || [http://courses.csail.mit.edu/6.034f/ai3/Berwick.pdf Bob Berwick: The truth about human intelligence; Merge] || 4srn || -
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|-
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| 28 || Wed || [http://courses.csail.mit.edu/6.034f/Manifesto.pdf Patrick Winston: The truth about human intelligence: Stories] || 4srn || Symphony for the Devil, Stones  Will.I.Am and the Black-Eyed Peas
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|-
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| 30 || Fri || Nancy Kanwisher: Brain scans || 4srn || --
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|-
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! December !!Day!! Topic !! Quiz #!! Playlist
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|-
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| 3 || Mon || Randal Davis, visual diagnostics || Final bonus srn || -
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|-
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| 5 || Wed || Quiz 4 || - || -
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|-
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| 7 || Fri || Pawan Sinha, human vision || Final bonus srn  || -
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|-
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| 10 || Mon || Vikash Mansinghka: Statistical systems || Final bonus srn || -
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|-
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| 12 || Wed || How to prepare for the final, the future, what to take next, self-conscious computing || Final bonus srn || Don't stop, Stones
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|-
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| 18 || Tue || Final, Johnson Track, 1:30-4:30 || - || -
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 +
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-->

Current revision

Pdfs of Prof. Winston's book, Artificial Intelligence, are here.



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