This course is aimed at rigorous development of the mathematical foundations of statistical inference. It covers probability distributions, approximation, convergences of random variables and samples. It provides the estimation and properties of estimators. Student can construct interval estimates and hypothesis testing. Student learn how to analyse a real data by using modern computer softwares.