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.


(3+0+0) 3 ECTS 8

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

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