Today’s data pose unprecedented challenges for machine learning, statistics and data analysis. It may be incomplete, noisy, or exposed to some unknown source of corruption. Moreover, recent phenomenon ...
This book provides an introduction to the mathematical and algorithmic foundations of data science, including machine learning, high-dimensional geometry, and analysis of large networks. Topics ...