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The following is a list of required and optional materials for this course. This information is subject to change.

Statistical Machine Learning - 60972 - CS 57800 - Lecture

    OPTIONAL SUPPLEMENTAL MATERIAL: ISBN: 9780070428072 -- Machine Learning
    Author: Tom Michael Mitchell
    Publisher: McGraw-Hill Science/Engineering/Math
    Edition/Year:1997

    OPTIONAL SUPPLEMENTAL MATERIAL: ISBN: 9780387310732 -- Pattern Recognition and Machine Learning
    Author: Christopher M. Bishop
    Publisher: Springer Verlag
    Edition/Year:2006

    OPTIONAL SUPPLEMENTAL MATERIAL: ISBN: 9780262013192 -- Probabilistic Graphical Models
    Author: Daphne Koller,Nir Friedman,Francis Bach
    Publisher: MIT Press
    Edition/Year:2009

    OPTIONAL SUPPLEMENTAL MATERIAL: ISBN: 9780387848587 -- The Elements of Statistical Learning
    Author: Trevor Hastie,Robert Tibshirani,Jerome Friedman
    Publisher: Springer Science and Business Media
    Edition/Year:2009



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Release: 8.7.1