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Useful Links and Resources


  • registered students can get a free matlab license here

Linear Algebra Resources:

Probability Resources:

Online Courses:


  • C. Bishop, Pattern Recognition and Machine Learning. 2007
    • our semi-textbook; from an engineering perspective
  • LIONbook
    • Less technical than what we are doing, but very clearly written
  • T. Hastie, R. Tibshirani, J. Friedman, The Elements of Statistical Learning: Data Mining, Inference, and Prediction. 2009
    • uses the language and notation of statistics
  • K. P. Murphy, Machine Learning: A Probabilistic Perspective 2012
    • more depth on probability than we will cover, but good.
  • T. Mitchell, Machine Learning. 1997.
    • now a bit outdated.

Other Resources:

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Page last modified on 25 August 2014 at 05:58 AM