This course provides a rigorous foundation in probability. Topics include sample space, events, probability rules, discrete and continuous distributions, expectation, variance, moment-generating functions, multivariate distributions, and transformations of random variables. Emphasis is placed on foundational concepts essential for advanced statistical inference.