The book sets the task of introducing the theory of modern mathematical statistics and familiarizing the reader with the research methods in it, while the old book was of a more modest and practical direction and had the task of familiarizing the reader in the simplest possible, but quite strict and reasonable form about the most important results of mathematical statistics and their applications.