Statistical Data Analysis teaches key aspects of probability and statistics, data analysis, and machine learning, as applied to          discovering, classifying, and measuring new phenomena. It draws on examples from a wide range of applications, within physics and beyond. Students will learn to deploy established techniques, often from the forefront of research, to solve statistical problems.  They will learn to critically asses the statistical methods used in cutting-edge scientific research papers, and to apply practical programming techniques for more advanced analysis, including state-of-the-art tools used in contemporary research.