The tutorial covers the basics of probability theory and the concepts of statistical hypothesis testing. The theory of stationary random processes, the theory of Markov chains and processes are discussed, including the central limit theorem for Markov chains and the limit transition from a dynamical system to a diffusion process. The experience of various specific applications of probability theory is summarized.