Gnedenko B.V., Khinchin A.Ya. An Elementary Introduction to the Theory of Probability

Explores concept of probability, surveys rules for addition and multiplication of probabilities, conditional probability, total probability, Bayes formula, Bernoulli’s scheme, random variables, the Chebychev inequality, distribution curves, and the means by which an event is declared to be in practice impossible.