This book provides a rigorous introduction to the principles of probability theory and stochastic processes. It presents foundational material in a clear and concise way, covering classical probability, discrete and continuous random variables, limit theorems, and an introduction to Markov chains and Poisson processes. Designed for undergraduate and beginning graduate students.