This text reveals the rigorous theory of probability and statistical inference in the style of a tutorial, using worked examples, exercises, figures and tables, and computer simulations to develop and illustrate concepts. It is designed for two-semester of three-quarter courses allowing flexibility in the selection of topics beyond the core material. The book reinforces important ideas and emphasizes special techniques with drills and boxed summaries.