With this course, the students will:
- Learn the fundamental approaches and algorithms in machine learning
- Learn standard parameter estimation methods
- Learn how data can be clustered and classified using standard machine learning techniques
- Learn how models that result in a set of observed data can be inferred from data
- Learn how the machine learning algorithms can be applied to the multimedia domain
- Become proficient in Python and/or Matlab to the level that would allow the usage of these languages in research projects in multimedia informatics
- Learn and apply the concept of reproducible research