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This is a textbook in probability in high dimensions with a view toward applications in data sciences. It is intended for doctoral and advanced masters students
by yarapavan 7y ago
This is a textbook in probability in high dimensions with a view toward applications in data sciences. It is intended for doctoral and advanced masters students
and beginning researchers in mathematics, statistics, electrical engineering, computational biology and related areas, who are looking to expand their knowledge
of theoretical methods used in modern research in data sciences.
A typical graduate probability course
is no longer sufficient to acquire the level of mathematical sophistication that
is expected from a beginning researcher in data sciences today. The proposed
book intends to partially cover this gap. It presents some of the key probabilistic methods and results that may form an essential toolbox for a mathematical
data scientist. This book can be used as a textbook for a basic second course in
probability with a view toward data science applications. It is also suitable for
self-study.