This book is written at the undergraduate level for electrical engineering students. It develops the main themes of set and probability theory and then moves on to discuss single and multiple random variables and the mathematical tools to handle them. The book provides worked out examples, end of chapter exercises and two quizzes. Complete solutions are provided for all of the exercises and quiz problems.