COGS516 INTRODUCTION TO PROBABILISTIC PROGRAMMING
| Course Code: |
9020516 |
| 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
Introduction to Probabilistic Programming; generative modelling. Bayesian inference. executing probabilistic programs; exact inference; rejection sampling; importance sampling; Markov Chain Monte Carlo (MCMC); efficient MCMC Techniques; deep Probabilistic Programming; Probabilistic Programming applications.
