An introduction to the fundamental ideas underlying probability study, including the concepts of independence, expectation, convergence in law, and almost-certain convergence. Concise explanations of more complex subjects, such as Bayesian Decision Theory and Information Theory, as well as Markov Chains and Stochastic Processes.