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: |
|
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.