CMPE547
CMPE547
Course Information
| Institute | Institute of Science and Engineering |
| Course Code | CMPE547 |
| Course Title | Bayesian Statistics and Machine Learning |
| Language of Instruction | English |
| Course Semester | Fall |
| Course Hours | Lecture: 3, PS:0, Labs: 0 |
| Course Credits | 3 |
| ECTS | 10 |
| Grading Mode | Letter Grade |
| Prerequisites | Consent of the instructor |
| Corequisites | None |
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.
Current Instructor
Previous Instructors
Ali Taylan Cemgil
Professor