Reference material
From 6.034 Wiki
(Difference between revisions)
Current revision (12:11, 16 September 2020) (view source) |
|||
| (62 intermediate revisions not shown.) | |||
| Line 1: | Line 1: | ||
| - | |||
| - | |||
| - | |||
| - | + | Pdfs of Prof. Winston's book, <i> Artificial Intelligence</i>, are [https://www.dropbox.com/s/y24zxp2pqrk1vfp/Winston%20AI%203rd.zip?dl=0 here]. | |
| + | <!-- | ||
| + | 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 | ||
| + | quiz.--> <!--separate assignment. See [[Grading and collaboration policy]]. | ||
| + | |||
| + | 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. | ||
| + | |||
| + | Tbd.... | ||
| + | --> | ||
| + | <!-- | ||
{| border=1 cellspacing=0 cellpadding=3 style="font-size:90%;" | {| border=1 cellspacing=0 cellpadding=3 style="font-size:90%;" | ||
! September !!Day!! Topic !! Quiz # | ! September !!Day!! Topic !! Quiz # | ||
| Line 11: | Line 17: | ||
| 4 || Wed || What it's all about, [http://ai6034.mit.edu/wiki/images/Intro_lecture_summary.pdf summary] || | | 4 || Wed || What it's all about, [http://ai6034.mit.edu/wiki/images/Intro_lecture_summary.pdf summary] || | ||
|- | |- | ||
| - | | 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 | + | | 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 |
| + | --> | ||
| + | <!-- 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) | ||
| + | --> | ||
| + | <!-- | ||
|- | |- | ||
| 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 | | 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 | ||
|- | |- | ||
| - | | 11 || Wed || [http://courses.csail.mit.edu/6.034f/ai3/ch4.pdf | + | | 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 |
|- | |- | ||
|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 | |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 | ||
|- | |- | ||
| - | | 16 || Mon || [http://courses.csail.mit.edu/6.034f/ai3/ch6.pdf Games], [https:// | + | | 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 |
|- | |- | ||
| 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 | | 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 | ||
| Line 27: | Line 37: | ||
| 23 || Mon || Constraints in resource allocation, [https://ai6034.mit.edu/wiki/images/2019-09-23_Constraints+ResourceAllocation_slides.pdf slides] || 2 | | 23 || Mon || Constraints in resource allocation, [https://ai6034.mit.edu/wiki/images/2019-09-23_Constraints+ResourceAllocation_slides.pdf slides] || 2 | ||
|- | |- | ||
| - | | 25 || Wed || Quiz 1, [https://ai6034.mit.edu/wiki/images/2019s1.pdf solutions] || - | + | | 25 || Wed || [https://ai6034.mit.edu/wiki/images/2019q1.pdf Quiz 1], [https://ai6034.mit.edu/wiki/images/2019s1.pdf solutions] || - |
|- | |- | ||
| 27 || Fri || Right-now: Dr. Marc Raibert, Boston Dynamics || 2SRN | | 27 || Fri || Right-now: Dr. Marc Raibert, Boston Dynamics || 2SRN | ||
| Line 48: | Line 58: | ||
| 14 || Mon || Holiday: Columbus day || - | | 14 || Mon || Holiday: Columbus day || - | ||
|- | |- | ||
| - | | 16 || Wed || Quiz 2, [https://ai6034.mit.edu/wiki/images/2019s2.pdf solutions] || - | + | | 16 || Wed || [https://ai6034.mit.edu/wiki/images/2019q2.pdf Quiz 2], [https://ai6034.mit.edu/wiki/images/2019s2.pdf solutions] || - |
|- | |- | ||
| - | | 18 || Fri || [http://ai6034.mit.edu/wiki/images/Nature16961_AlphaGo.pdf AlphaGo] and [http://ai6034.mit.edu/wiki/images/ | + | | 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 |
|- | |- | ||
| - | | 21 || Mon || [http://courses.csail.mit.edu/6.034f/ai3/SVM.pdf Support vector machines], [http://ai6034.mit.edu/ | + | | 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 |
|- | |- | ||
| 23 || Wed || [http://courses.csail.mit.edu/6.803/pdf/yip.pdf Learning in sparse spaces] || 3SRN | | 23 || Wed || [http://courses.csail.mit.edu/6.803/pdf/yip.pdf Learning in sparse spaces] || 3SRN | ||
| Line 58: | Line 68: | ||
| 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 | | 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 | ||
|- | |- | ||
| - | | 28 || Mon || [http://courses.csail.mit.edu/6.034f/ai3/ch9.pdf | + | | 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 |
|- | |- | ||
| - | | 30 || Wed || [http://courses.csail.mit.edu/6.034f/ai3/ch16.pdf Learning from near misses], boards || 3SRN | + | | 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 |
|- | |- | ||
! November !!Day !! Topic !! Quiz # | ! November !!Day !! Topic !! Quiz # | ||
| Line 66: | Line 76: | ||
| 1 || Fri || Right-now: Prof. Nancy Kanwisher, Dept. of Brain and Cognitive Sciences || 3SRN | | 1 || Fri || Right-now: Prof. Nancy Kanwisher, Dept. of Brain and Cognitive Sciences || 3SRN | ||
|- | |- | ||
| - | | 4 || Mon || | + | | 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 |
| - | | 6 || Wed || Quiz 3 || - | + | |- |
| + | | 6 || Wed || [https://ai6034.mit.edu/wiki/images/2019q3.pdf Quiz 3], [https://ai6034.mit.edu/wiki/images/2019s3.pdf solutions] || - | ||
|- | |- | ||
| - | | 8 || | + | | 8 || Fri || Probabilistic inference (part 1), [https://ai6034.mit.edu/wiki/images/2019-11-08_Probabilistic_Reasoning.pdf slides] || 4 |
|- | |- | ||
| + | | 11 || Mon || Holiday: Veteran's day || - | ||
| + | |- | ||
| + | | 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 | ||
| + | |- | ||
| + | | 15 || Fri || Right-now: Dr. Gill Pratt, Toyota Research Institute || 4SRN | ||
| + | |- | ||
| + | | 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 | ||
| + | |- | ||
| + | | 20 || Wed || Natural language and vision, Dr. Boris Katz || 4SRN | ||
| + | |- | ||
| + | | 22 || Fri || [http://courses.csail.mit.edu/6.034f/ai3/Berwick.pdf Merge: Language and evolution], Prof. Robert Berwick || 4SRN | ||
| + | |- | ||
| + | | 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 | ||
| + | |- | ||
| + | | 27 || Wed || The AI Biz || bonus 4SRN | ||
| + | |- | ||
| + | ! December !!Day !! Topic !! Quiz # | ||
| + | |- | ||
| + | | 2 || Mon || Right-now: Prof. Randall Davis, Dept. of EECS|| bonus final SRN | ||
| + | |- | ||
| + | | 4 || Wed || [https://ai6034.mit.edu/wiki/images/2019q4.pdf Quiz 4], [https://ai6034.mit.edu/wiki/images/2019s4.pdf solutions] || - | ||
| + | |- | ||
| + | | 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 | ||
| + | |- | ||
| + | | 9 || Mon|| Right-now: Prof. Pattie Maes, Media Lab|| bonus final SRN | ||
| + | |- | ||
| + | | 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 | ||
| + | |- | ||
<!-- | <!-- | ||
! September !!Day!! Topic !! Quiz # !! Playlist | ! September !!Day!! Topic !! Quiz # !! Playlist | ||
Current revision
Pdfs of Prof. Winston's book, Artificial Intelligence, are here.
