Data science is an interdisciplinary subject requiring the understanding of a large number of different topics

First edition 2023

The textbook provides students with tools they need to analyze complex
data using methods from data science, machine learning and artificial
intelligence. The authors include both the presentation of methods along
with applications using the programming language R, which is the gold
standard for analyzing data. The authors cover all three main components
of data science: computer science; mathematics and statistics; and
domain knowledge. The book presents methods and implementations in R
side-by-side, allowing the immediate practical application of the
learning concepts. Furthermore, this teaches computational thinking in a
natural way. The book includes exercises, case studies, Q&A and
examples.

Audience: Advanced Undergraduate Students, Graduate Students

Second edition 2022

In order to become a data scientist one needs solid mathematical foundations in a number of subjects. Furthermore, programming skills are indispensible to implement analysis methods.

The aim of the book is to help students
become data scientists. Since this requires a series of courses over a
considerable period of time, the book intends to accompany students from
the beginning to an advanced understanding of the knowledge and skills
that define a modern data scientist. The book consists of three main parts. Part one presents a comprehensive
introduction to the programming language R. Part two introduces basic and advanced visualization techniques. Part three provides the mathematical basics of data science with chapters about linear algebra, analysis, differential equations, dynamical systems, graph theory and network analysis, probability theory and optimization.

Audience: Advanced Undergraduate Students, Graduate Students

Chapman and Hall/CRC, 2017

383 Pages - 24 B/W Illustrations

ISBN 9781498799324

SWiley-Blackwell, 2011

478 pages,

ISBN: 978-3-527-32750-8

Wiley-Blackwell, 2013

312 pages

ISBN: 978-3-527-33262-5

Chapman and Hall/CRC, 2016

320 Pages - 110 B/W Illustrations

ISBN 9781498723619

Wiley-Blackwell, 2017

296 pages

ISBN: 978-3-527-33909-9

Wiley-Blackwell, 2017

296 pages

ISBN: 978-3-527-33909-9

Springer-Verlag New York, 2008

439 pages

ISBN: 9781441946508

Wiley-Blackwell, 2012

456 pages

ISBN: 978-3-527-32434-7

Chapman and Hall/CRC, 2014

528 Pages - 268 B/W Illustrations

ISBN 9781466584518

Birkhäuser; 2011

395 pages

ISBN-10: 0817649034

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