Advanced Statistics is a course that discusses some advanced topics in probability and statistical inference, including random variables, probability distributions, estimation, and hypotheses testing. The main focus of this course is the elementary concepts of probability and statistics and their mathematical properties and physical meanings. Instead, computer software and programming are less emphasized. To ensure learning and teaching quality, students taking this course should require prior knowledge in elementary statistics and calculus.