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Author:
Spector, Alfred Z., author.
Title:
Data science in context : foundations, challenges, opportunities / Alfred Z. Spector, Peter Norvig, Chris Wiggins, Jeannette M. Wing.
Publisher:
Cambridge University Press,
Copyright Date:
2023
Description:
xvi, 316 pages : illustrations ; 25 cm
Subject:
Data mining.
Big data.
Quantitative research.
Other Authors:
Norvig, Peter, author.
Wiggins, Chris H., author.
Wing, Jeannette Marie, author.
Notes:
Includes bibliographical references (pages 282-305) and index.
Summary:
Data science is the foundation of our modern world. It underlies applications used by billions of people every day, providing new tools, forms of entertainment, economic growth, and potential solutions to difficult, complex problems. These opportunities come with significant societal consequences, raising fundamental questions about issues such as data quality, fairness, privacy, and causation. In this book, four leading experts convey the excitement and promise of data science and examine the major challenges in gaining its benefits and mitigating its harms. They offer frameworks for critically evaluating the ingredients and the ethical considerations needed to apply data science productively, illustrated by extensive application examples. The authors' far-ranging exploration of these complex issues will stimulate data science practitioners and students, as well as humanists, social scientists, scientists, and policy makers, to study and debate how data science can be used more effectively and more ethically to better our world.
ISBN:
9781009272209
1009272209
OCLC:
(OCoLC)1334651326
Locations:
USUX851 -- Iowa State University - Parks Library (Ames)
UQAX771 -- Des Moines Area Community College Library - Ankeny (Carroll)

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