CmpE 547 Bayesian Statistics and Machine Learning 

Catalog Description: 

Machine learning approaches using Bayesian statistics. Graphical models, directed and undirected models, learning and inference. Hidden Markov models, Linear Dynamical systems, Kalman filtering and smoothing, message passing algorithms. Junction Tree, factor graphs, sum-product, hierarchical Bayesian modeling, Expectation-Maximisation, and Variational Approximation techniques.

Credits: 

(3+0+0) 3 ECTS 8
Link Year Semester Course Page Instructor Course Schedule Lab Schedule
view 2018 Fall Ali Taylan Cemgil WWW 234 BM B5 | BM B5 | BM B5
view 2017 Spring Course Page Ali Taylan Cemgil WWW 234 BM B5 | BM B5 | BM B5
view 2015 Fall Course Page Ali Taylan Cemgil
view 2014 Fall Course Page Ali Taylan Cemgil
view 2013 Fall Course Page Ali Taylan Cemgil
view 2012 Fall Course Page Ali Taylan Cemgil
view 2011 Fall Course Page Ali Taylan Cemgil
view 2010 Fall Course Page Ali Taylan Cemgil

Contact us

Department of Computer Engineering, Boğaziçi University,
34342 Bebek, Istanbul, Turkey

  • Phone: +90 212 359 45 23/24
  • Fax: +90 212 2872461
 

Connect with us

We're on Social Networks. Follow us & get in touch.