Notes for the master's course Mathematical Statistics I. Topics include set operations, laws of probability, conditional probability and Bayes theorem, discrete distributions, continuous distributions, bivariate and multivariate distributions, distributions of functions of random variables, sampling distributions, moment generating functions, and laws of large numbers and central limit theorem.