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Free machine learning resources

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cjrd edited this page Mar 11, 2013 · 3 revisions

Coursera artificial intelligence courses (online course directory)
David Mackay's Information Theory, Inference and Learning Algorithms (online book)
The Elements of Statistical Learning (online book)
David Barber's Bayesian Reasoning and Machine Learning (online book)
Stanford's Machine Learning lecture notes (online repository)
Gaussian Processes for Machine Learning (online book)
Mathematical monk machine learning video tidbits (youtube listing)
Graphical Models, Exponential Families, and Variational Inference (online monograph)
Optimization Models and Applications (online textbook)