Artificial Intelligence

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Artificial Intelligence

Patrick Winston

Lectures | Problem Sets | Readings

Course Description
An quick overview of AI from both the technical and the philosophical points of view. Topics discussed include search, A*, Knowledge Representation, Neural Nets.
Text: Artificial Intelligence, Patrick Winston. Selected papers.
Requirements: Two problem sets.

Lectures

[stream \| download] 06-04-01: Rule-based systems and Knowledge Engineering [stream \| download] 06-05-01: Searching and Coloring [stream \| download] 06-06-01: Lecture [stream \| download] 06-07-01: Lecture
Handouts
Syllabus.html
Problem Sets
Problem Set 01.html Problem Set 02.html Problem Set 01 Files compile.scm descriptions.html forward.scm loader.scm match.scm rule-utils.scm schedule.scm search.scm ta-schedule.k Problem Set 02 Files evaluate.scm project-code.scm project-output-nominal project.corpus scheme-test.scm shell-test.scm state.scm test.corpus ga ga.scm learn-utils.scm id id-trees.scm learn-utils.scm near learn-utils.scm nearest-neighbors.scm nnet backprop.scm learn-utils.scm nnet-train.scm nnet.data svm class.scm draw.scm errorcache.scm kernal.scm sample.scm svm-draw.scm svm-load.scm svmmodel.scm unknown.scm
Readings
Borchardt, Gary C. (1993). Causal reconstruction. Massachusetts Institute of Technology Artificial Intelligence Laboratory A.I. Memo No. 14?3. Brooks, Rodney A. (1991). Intelligence without representation. Arificial Intelligence 47, 139-159. [online ps and pdf at Brooks' website] Hermer-Vasquez, Linda, Elizabeth S. Spelke, and Alla S. Katsnelson (1999). Sources of flexibility in human cognition: Dual-task studies of space and language. Cognitive Psychology 39, 3-36 [online pdf at idealibrary] Marr, D. (1976). Artificial intelligence -- a personal view. Massachusetts Institute of Technology Artificial Intelligence Laboratory A.I. Memo No. 355. Minksy, Marvin (1979). K-lines: A theory of memory. Massachusetts Institute of Technology Artificial Intelligence Laboratory A.I. Memo No. 516. and Cognitive Science, 4, pp117-133, 1980 [A theory of how structured hierarchies of knowledge may be represented in terms of networks that activate "partial brain states".] Turing, A.M. Computing machinery and intelligence. In E.Feigenbaum editor Computers and Thought (1963). pp 11-35. Winston, Patrick Henry. Artificial Intelligence 3rd. Edition Chapters 3,4,5,7,8 19,21, and 22 [amazon's page] [Winston's book page]

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