This course focuses on introductory probability and its applications to statistics. It starts with the review of probability spaces, univariate random variables and functions of univariate random variables. It then covers generating functions, joint distributions and the distribution of functions of several random variables. The course ends with the description of the Law of Large Numbers (LLN) and the Central Limit Theorem (CTL).