As the title suggests, this book is a guided tour for those who have already taken an introductory course in probability. It covers advanced topics like measure theory, limit theorems, coupling, martingales, and Markov chains, all while keeping heavy mathematical prerequisites to a minimum. The book includes many end-of-chapter exercises, and selected solutions are available, making it a very practical choice.