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COMP 5116

Machine Learning

0.5 credit · Graduate

Broad introduction to the fundamental concepts, techniques and algorithms in machine learning. Many of these concepts use probability, statistics, linear algebra and calculus; since some of the algorithms are implemented, programming skills at a level sufficient to write a reasonable non-trivial computer program are desirable.

2026

Readings

  • MIT Press, 2012.
  • The Elements of Statistical Bookstore (optional) no need to purchase Learning, by Trevor Hastie, Robert Tibshirani, Jerome Friedman. Second edition, Springer-Verlag New York, 2009.
  • Bishop. Springer-Verlag New York, 2006
Sources