The textbook contains a systematic presentation of the main sections of the elementary course of probability theory and mathematical statistics. One new section has been added to the traditional sections - "Recurrent Evaluation Procedure," due to the special importance of this procedure for applications. Theoretical material is accompanied by a large number of examples and tasks from different fields of knowledge.