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Educational Resources (7)

Sites:

» AIComponents - Association Rules
Short tutorial on association rules
http://www.aicomponents.com/Algorithms/AssociationRules.aspx

» AIComponents - Decision Trees
Short tutorial on decision trees
http://www.aicomponents.com/Algorithms/DecisionTrees.aspx

» Computational Learning Algorithms
A course project applet demonstrating and comparing the performance of three machine learning methods (the ID3 decision tree inducer, an artificial neural network, and a genetic algorithm) on two classification data sets.
http://student.dei.uc.pt/~nseco

http://home.earthlink.net/~jdc24/curriculum.htm

» Curriculum for the Machine
When computers become capable of "natural thinking," should we begin to teach them like children?
http://home.earthlink.net/~jdc24/curriculum.htm

http://www.cs.iastate.edu/~cs573x/homepage.html

» Machine Learning
Iowa State University - introductory graduate course on specification, design, implementation, and applications of learning agents.
http://www.cs.iastate.edu/~cs573x/homepage.html

http://mainline.brynmawr.edu/EIAIR/CurriculumDescant/14.html

» Machine Learning for the (CS) Masses
ACM Curriculum Descant article on machine learning education, especially in undergraduate-level computer science curricula
http://mainline.brynmawr.edu/EIAIR/CurriculumDescant/14.html

http://www.illc.uva.nl/~gmishne/PathLearner

» PathLearner
Educational tool that demonstrates learning a shortest path on a grid using reinforcement learning.
http://www.illc.uva.nl/~gmishne/PathLearner

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Last Updated: 2005-05-03 04:25:59

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