Utilizing heuristics to present some fundamentals of probability theory, this book discusses the ideas and concepts common to all random problems. It provides readers with the elementary basis of calculation of probabilities so that it can solve the vast majority of problems it encounters in signal processing, then brings the reader to a more precise knowledge of the theory of measure and Lebesgue integration from the limitations of the tools proposed.