Data Science and Machine Learning : Mathematical and Statistical Methods /
Kroese , Dirk P.
Data Science and Machine Learning : Mathematical and Statistical Methods / Dirk P. Kroese , Zdravko Botev , Thomas Taimre , Radislav Vaisman - Boca Raton : CRC Press , 2020 - 513 Pages ; 24 cm
Includes Index
"This textbook is a well-rounded, rigorous, and informative work presenting the mathematics behind modern machine learning techniques. It hits all the right notes: the choice of topics is up-to-date and perfect for a course on data science for mathematics students at the advanced undergraduate or early graduate level. This book fills a sorely-needed gap in the existing literature by not sacrificing depth for breadth, presenting proofs of major theorems and subsequent derivations, as well as providing a copious amount of Python code. I only wish a book like this had been around when I first began my journey!" -Nicholas Hoell, University of Toronto
9781138492530
Machine learning--Mathematics
Machine learning--Statistical methods
Q325.5 / K76 2020
Data Science and Machine Learning : Mathematical and Statistical Methods / Dirk P. Kroese , Zdravko Botev , Thomas Taimre , Radislav Vaisman - Boca Raton : CRC Press , 2020 - 513 Pages ; 24 cm
Includes Index
"This textbook is a well-rounded, rigorous, and informative work presenting the mathematics behind modern machine learning techniques. It hits all the right notes: the choice of topics is up-to-date and perfect for a course on data science for mathematics students at the advanced undergraduate or early graduate level. This book fills a sorely-needed gap in the existing literature by not sacrificing depth for breadth, presenting proofs of major theorems and subsequent derivations, as well as providing a copious amount of Python code. I only wish a book like this had been around when I first began my journey!" -Nicholas Hoell, University of Toronto
9781138492530
Machine learning--Mathematics
Machine learning--Statistical methods
Q325.5 / K76 2020