The book is an extensive systematic course in modern probability theory, written at a high theoretical level. On the basis of measure theory, the author studies random events, random variables and their sequences, distribution functions and characteristic functions, limit theorems of probability theory and random processes. The presentation is accompanied by a large number of tasks of varying degrees of difficulty.