Welcome to my course in high dimensional probability. I am Roman Vershynin, professor of mathematics at the University of California, Irvine, and the author of the textbook "High dimensional probability. An introduction with applications in Data Science." This course builds probabilistic foundations for theoretical research in modern data science. You will learn some methods that form an essential