This document defines and explains key probability concepts such as the cumulative distribution function (CDF), expectation, mean, variance, and properties of the CDF. The CDF measures the probability that a random variable X assumes a value less than or equal to x. Expectation, also called the mean or first moment, is the expected value of a random variable X. Variance is a measure of how spread out the possible values of a random variable are around the mean.