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Parallel Computing for Data Science: With Examples in R, C++ and CUDA

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by Norman Matloff
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Parallel Computing for Data Science: With Examples in R, C++ and CUDA by Norman Matloff

Parallel Computing for Data Science: With Examples in R, C++ and CUDA is one of the first parallel computing books to concentrate exclusively on parallel data structures, algorithms, software tools, and applications in data science. It includes examples not only from the classic "n observations, p variables" matrix format but also from time series, network graph models, and numerous other structures common in data science. The examples illustrate the range of issues encountered in parallel programming.

With the main focus on computation, the book shows how to compute on three types of platforms: multicore systems, clusters, and graphics processing units (GPUs). It also discusses software packages that span more than one type of hardware and can be used from more than one type of programming language. Readers will find that the foundation established in this book will generalize well to other languages, such as Python and Julia.

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Ebook Details
Pages: 328
Size: 1.9 MB
Publisher: CRC Press
Date published:   2015
ISBN: 9781466587038 (DRM-PDF)

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This product is listed in the following categories:

Nonfiction > Computers
Nonfiction > Mathematics > Probability & Statistics
Nonfiction > Mathematics > Number Systems

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