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 Home » Artificial Intelligence » Machine Learning » Educational Resources

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1 - 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   [more pages from this URL]     2 - 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   [more pages from this URL]     3 - AIComponents - Decision Trees   Short tutorial on decision trees http://www.aicomponents.com/Algorithms/DecisionTrees.aspx   [more pages from this URL]     4 - AIComponents - Association Rules   Short tutorial on association rules http://www.aicomponents.com/Algorithms/AssociationRules.aspx   [more pages from this URL]     5 - 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   [more pages from this URL]     6 - 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   [more pages from this URL]     7 - PathLearner   Educational tool that demonstrates learning a shortest path on a grid using reinforcement learning. http://www.illc.uva.nl/~gmishne/PathLearner   [more pages from this URL]

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