The goal of the course is to introduce the students to the basics of the modern machine learning techniques. After completion of the course the students will: have deeper knowledge of advanced techniques and methods of machine learning; be able to apply successfully the machine learning algorithms for solving real world problems; be able to conceptualize, analyze, realize and estimate the performances of a machine learning system.