The course aims to provide a solid background in machine learning and to enrich the theory with practical examples. The course will be one of the MUST courses for students planning to specialize in multimedia computing. This course aims to bring students with different backgrounds to the same level of theoretical information as well as give them the necessary competence in terms of implementing the theoretical concepts using high-level programming languages.