PhD Working group: High dimensional probability for data science
The course focuses mainly on the material contained in
Vershynin's book "High-Dimensional Probability
An Introduction with Applications in Data Science"
Another good reference is the book ``High-dimensional statistics: A non-asymptotic viewpoint'' of M.J. Wainwright.
Program
Lecture notes: Folder