About the Book: This book introduces probability theory using modern, rigorous methods from measure theory and functional analysis, aimed at undergraduates in mathematics, physics, and related fields. It covers fundamental concepts—random events, variables, distributions, expectation, independence, convergence, and limit theorems—before advancing to conditional expectations, martingales, and Markov chains.