Courses of Study 2015-2016 
    
    Mar 28, 2024  
Courses of Study 2015-2016 [ARCHIVED CATALOG]

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BTRY 6790 - [Probabilistic Graphical Models]

(crosslisted) CS 6782  
     
Fall. Next offered 2016-2017. 4 credits.

Prerequisite: probability theory (BTRY 3080  or equivalent), programming and data structures (CS 2110  or equivalent). Recommended prerequisite: course in statistical methods (BTRY 4090  or equivalent).

Staff.

A thorough introduction to probabilistic graphical models, a flexible and powerful graph-based framework for probabilistic modeling. Covers directed and undirected models, exact and approximate inference, and learning in the presence of latent variables. Hidden Markov models, conditional random fields, and Kalman filtering are explored in detail.



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