To introduce and justify principle concepts of probability theory. It presents basic principles of probability theory by providing rigouros proof; constructing of examples; and solving of exercises. Special attention is paid to basic theory of random variables and random processes: laws of large numbers, central limit theorem,  Markov chains and limit theorems for them.