"Mathematics of Probability" by Daniel W. Stroock is a comprehensive textbook that provides a thorough introduction to modern probability theory, suitable for advanced undergraduates and beginning graduate students. The book covers fundamental concepts and progresses to more advanced topics like Markov chains, Gaussian random variables, and martingales. It's known for its rigorous arguments, careful selection of auxiliary topics, and numerous exercises to test understanding.