The manual is based on a two-semester course of lectures on "Probability Theory," read by the author to students-mathematicians of the faculty of UDN. A physical interpretation is given, and many examples and figures are given. The text contains such exercises that serve both to deepen and expand the theoretical material, and for self-control during independent work.