Data science with Java: practical methods for scientists and engineers

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O'Reilly Media,
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Data Science is booming thanks to R and Python, but Java brings the robustness, convenience, and ability to scale critical to today’s data science applications. With this practical book, Java software engineers looking to add data science skills will take a logical journey through the data science pipeline. Author Michael Brzustowicz explains the basic math theory behind each step of the data science process, as well as how to apply these concepts with Java.

You’ll learn the critical roles that data IO, linear algebra, statistics, data operations, learning and prediction, and Hadoop MapReduce play in the process. Throughout this book, you’ll find code examples you can use in your applications.

  • Examine methods for obtaining, cleaning, and arranging data into its purest form
  • Understand the matrix structure that your data should take
  • Learn basic concepts for testing the origin and validity of data
  • Transform your data into stable and usable numerical values
  • Understand supervised and unsupervised learning algorithms, and methods for evaluating their success
  • Get up and running with MapReduce, using customized components suitable for data science algorithms
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Grouping Information

Grouped Work ID ed2396f5-a826-f785-ecbe-d1d87d4e0245
Grouping Title data science with java practical methods for scientists and engineers
Grouping Author brzustowicz michael r
Grouping Category book
Last Grouping Update 2019-09-07 04:48:40AM
Last Indexed 2019-09-22 04:55:40AM

Solr Details

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Bib IdFormatFormat CategoryEditionLanguagePublisherPublication DatePhysical Description
ils:.b19472122 Book Books First edition. English O'Reilly Media, [2017] xii, 220 pages : illustrations ; 24 cm.
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subject_facet Data structures (Computer science)
Java (Computer program language)
title_display Data science with Java : practical methods for scientists and engineers
title_full Data science with Java : practical methods for scientists and engineers / Michael R. Brzustowicz, PhD
title_short Data science with Java :
title_sub practical methods for scientists and engineers