Academic Catalog

COGS566 PROBABILISTIC MODELS OF COGNITION

Course Code: 9020566
METU Credit (Theoretical-Laboratory hours/week): 3(0-0)
ECTS Credit: 8.0
Department: Cognitive Sciences
Language of Instruction: English
Level of Study: Graduate
Course Coordinator:
Offered Semester: Fall Semesters.

Course Content

Bayesian inference and conditioning; probabilistic programming languages; generative models; conditional dependence; object oriented probabilistic models; Bayesian data analysis; inference algorithms; learning as conditional inference; hierarchical models; Occams razor; mixture models