High-Dimensional Probability: An Introduction with Applications in Data Science - by Roman Vershynin

This work introduces probability concepts tailored for high-dimensional settings, focusing on applications in data science. Vershynin bridges theory and practice, covering topics like random matrices, concentration inequalities, and their relevance to machine learning and statistics.