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CS761

Proficiency in the material covered in CS 761 is assumed even though the material may not be explicitly listed in the reading list below. Content covered in 761 lectures is important to understand the readings as well as to answer the qualifier questions.

Statistical foundation of machine learning

  • Larry Wasserman. All of Statistics. Springer, 2004. [Chapters 1-6, 9, 11-14, 20, 22, 24]

Graphical models

Dimensionality reduction

Bayesian nonparametrics

Statistical learning theory

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Page last modified on March 04, 2016, at 09:22 PM