Data Science

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  • Engels
  • Paperback
  • 9780262535434
  • 13 april 2018
  • 280 pagina's
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A concise introduction to the emerging field of data science, explaining its evolution, relation to machine learning, current uses, data infrastructure issues, and ethical challenges. The goal of data science is to improve decision making through the analysis of data. Today data science determines the ads we see online, the books and movies that are recommended to us online, which emails are filtered into our spam folders, and even how much we pay for health insurance. This volume in the MIT Press Essential Knowledge series offers a concise introduction to the emerging field of data science, explaining its evolution, current uses, data infrastructure issues, and ethical challenges. It has never been easier for organizations to gather, store, and process data. Use of data science is driven by the rise of big data and social media, the development of high-performance computing, and the emergence of such powerful methods for data analysis and modeling as deep learning. Data science encompasses a set of principles, problem definitions, algorithms, and processes for extracting non-obvious and useful patterns from large datasets. It is closely related to the fields of data mining and machine learning, but broader in scope. This book offers a brief history of the field, introduces fundamental data concepts, and describes the stages in a data science project. It considers data infrastructure and the challenges posed by integrating data from multiple sources, introduces the basics of machine learning, and discusses how to link machine learning expertise with real-world problems. The book also reviews ethical and legal issues, developments in data regulation, and computational approaches to preserving privacy. Finally, it considers the future impact of data science and offers principles for success in data science projects.

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Inhoud

Taal
en
Bindwijze
Paperback
Oorspronkelijke releasedatum
13 april 2018
Aantal pagina's
280
Illustraties
Nee

Betrokkenen

Hoofdauteur
John D. Kelleher
Tweede Auteur
Brendan Tierney
Hoofduitgeverij
Mit Press

Overige kenmerken

Extra groot lettertype
Nee
Product breedte
127 mm
Product hoogte
14 mm
Product lengte
178 mm
Studieboek
Ja
Verpakking breedte
126 mm
Verpakking hoogte
17 mm
Verpakking lengte
175 mm
Verpakkingsgewicht
312 g

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EAN
9780262535434

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