Linear and quadratic classification, Non-parametric (distribution free) classification, Overfitting and cross validation, Feature Extraction and Selection, Cluster analysis, Deep learning Algorithms. A part of the course work is conducted through independent individual study and research work in the field of Nonlinear Control Systems. The research study work requires the student`s active and constant interest in and reading of the primary scientific resources, the organisation and conducting of experiments, numerical simulations and, optionally, writing a paper in the field of machine learning in medicine and healthcare.