Academic Catalog

EE5420 MACHINE LEARNING BY PROBABILISTIC MODELS

Course Code:	5675420
METU Credit (Theoretical-Laboratory hours/week):	3(3-0)
ECTS Credit:	8.0
Department:	Electrical And Electronics Engineering
Language of Instruction:	English
Level of Study:	Graduate
Course Coordinator:	Prof.Dr. ÝLKAY ULUSOY
Offered Semester:	Spring Semesters.

Course Content

Probability, graphs, Bayesian networks, Markov networks, temporal models, state observation models, Gaussian networks, exact inference, map inference and approximate inference (sampling) in these models, probability distributions, graph parameter learning with complete and incomplete data, graph structure learning by complete and incomplete data.