The aim of the course is for the students to become familiar with the basics of modern machine learning techniques. Upon completion of the course, candidates will have deeper knowledge of advanced technologies and methods of machine learning; they will be able to understand, analyze and formulate general problems in the field of machine learning; they can successfully apply algorithms for machine learning in solving real problems; will be able to conceptualize, analyze, realize and evaluate the performance of a machine learning system.