Advanced Probability and Random Variables

Axiomatic definition of probability, random variables, univariate and multivariate probability density functions and cumulative distribution functions; expectation; moment generating function; conditional distribution; families of discrete and continuous random variables; distribution of functions of random variables; stochastic convergence and convergence of distribution functions; the law of large numbers and the central limit theorem.