CUDA Application Design and Development

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Title: CUDA Application Design and Development
Description: As the computer industry retools to leverage massively parallel graphics processing units (GPUs), this book is designed to meet the needs of working software developers who need to understand GPU programming with CUDA and increase efficiency in their projects. CUDA Application Design and Development starts with an introduction to parallel computing concepts for readers with no previous parallel experience, and focuses on issues of immediate importance to working software developers: achieving high performance, maintaining competitiveness, analyzing CUDA benefits versus costs, and determining application lifespan. The book then details the thought behind CUDA and teaches how to create, analyze, and debug CUDA applications. Throughout, the focus is on software engineering issues: how to use CUDA in the context of existing application code, with existing compilers, languages, software tools, and industry-standard API libraries. Using an approach refined in a series of well-received articles at Dr Dobb's Journal, author Rob Farber takes the reader step-by-step from fundamentals to implementation, moving from language theory to practical coding. - Includes multiple examples building from simple to more complex applications in four key areas: machine learning, visualization, vision recognition, and mobile computing - Addresses the foundational issues for CUDA development: multi-threaded programming and the different memory hierarchy - Includes teaching chapters designed to give a full understanding of CUDA tools, techniques and structure. - Presents CUDA techniques in the context of the hardware they are implemented on as well as other styles of programming that will help readers bridge into the new material
Authors: Rob Farber
Resource Type: eBook.
Subjects: Parallel programming (Computer science), Application software--Development, Computer architecture
Categories: COMPUTERS / Computer Architecture, COMPUTERS / Distributed Systems / General
Database: eBook Collection (EBSCOhost)
FullText Links:
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  Availability: 0
Header DbId: nlebk
DbLabel: eBook Collection (EBSCOhost)
An: 453849
RelevancyScore: 1044
AccessLevel: 6
PubType: eBook
PubTypeId: ebook
PreciseRelevancyScore: 1044.26904296875
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  Data: CUDA Application Design and Development
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  Data: As the computer industry retools to leverage massively parallel graphics processing units (GPUs), this book is designed to meet the needs of working software developers who need to understand GPU programming with CUDA and increase efficiency in their projects. CUDA Application Design and Development starts with an introduction to parallel computing concepts for readers with no previous parallel experience, and focuses on issues of immediate importance to working software developers: achieving high performance, maintaining competitiveness, analyzing CUDA benefits versus costs, and determining application lifespan. The book then details the thought behind CUDA and teaches how to create, analyze, and debug CUDA applications. Throughout, the focus is on software engineering issues: how to use CUDA in the context of existing application code, with existing compilers, languages, software tools, and industry-standard API libraries. Using an approach refined in a series of well-received articles at Dr Dobb's Journal, author Rob Farber takes the reader step-by-step from fundamentals to implementation, moving from language theory to practical coding. - Includes multiple examples building from simple to more complex applications in four key areas: machine learning, visualization, vision recognition, and mobile computing - Addresses the foundational issues for CUDA development: multi-threaded programming and the different memory hierarchy - Includes teaching chapters designed to give a full understanding of CUDA tools, techniques and structure. - Presents CUDA techniques in the context of the hardware they are implemented on as well as other styles of programming that will help readers bridge into the new material
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RecordInfo BibRecord:
  BibEntity:
    Classifications:
      – Code: 005.3
        Scheme: ddc
        Type: prePub
    Languages:
      – Code: eng
        Text: English
    Subjects:
      – SubjectFull: Parallel programming (Computer science)
        Type: general
      – SubjectFull: Application software--Development
        Type: general
      – SubjectFull: Computer architecture
        Type: general
    Titles:
      – TitleFull: CUDA Application Design and Development
        Type: main
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          Name:
            NameFull: Rob Farber
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            NameFull: Rob Farber
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          Dates:
            – D: 01
              M: 01
              Type: published
              Y: 2012
            – D: 04
              M: 02
              Type: profile
              Y: 2014
          Identifiers:
            – Type: isbn-print
              Value: 9780123884268
            – Type: isbn-electronic
              Value: 9780123884329
          Titles:
            – TitleFull: CUDA Application Design and Development
              Type: main
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