Organization
Course materials (Moodle) | TBA |
TUCaN | TBA |
Module no. | 20-00-0358-iv |
Event type | integrated course (IV4, 6CP, 4SWS), elective |
Being taught | regularly, usually summer semesters |
Time | TBA |
First class | TBA |
Location | TBA |
Lecturer |
Prof. Stefan Roth, Ph.D. Dr. Simone Schaub-Meyer |
Assistants | TBA |
Exam | TBA |
Content
- Statistical methods in machine learning
- Statistics, optimization, and linear algebra
- Bayesian decision theory
- Density estimation
- Non-parametric models
- Mixture models and the EM-algorithm
- Linear models for classification and regression
- Statistical learning theory
- Kernel methods for classification and regression