About the Book: This book, aimed at undergraduates, presents exercises and problems with rigorous solutions, combining theory and applications. Using methods like Laplace and Fourier transforms, it proves key convergence results and covers a wide range of distributions and stochastic processes, including Bernoulli, Poisson, Gaussian, Chi², Markov chains, Brownian motion, diffusions, and spatial processes.