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Information Theory, Pattern Recognition, and Neural Networks
Instructor: David MacKay
Institution: University of Cambridge
Platform: Independent
Price: Free
David MacKay. Information Theory, Inference, and Learning Algorithms. 2003.
A series of sixteen lectures covering the core of the book "Information Theory, Inference, and Learning Algorithms (Cambridge University Press, 2003)" which can be bought at Amazon, and is available free online. A subset of these lectures used to constitute a Part III Physics course at the University of Cambridge. The high-resolution videos and all other course material can be downloaded from the Cambridge course website.