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Architecture of Advanced Numerical Analysis Systems

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Title: Architecture of Advanced Numerical Analysis Systems
Description: This unique open access book applies the functional OCaml programming language to numerical or computational weighted data science, engineering, and scientific applications. This book is based on the authors'first-hand experience building and maintaining Owl, an OCaml-based numerical computing library. You'll first learn the various components in a modern numerical computation library. Then, you will learn how these components are designed and built up and how to optimize their performance. After reading and using this book, you'll have the knowledge required to design and build real-world complex systems that effectively leverage the advantages of the OCaml functional programming language. What You Will LearnOptimize core operations based on N-dimensional arraysDesign and implement an industry-level algorithmic differentiation moduleImplement mathematical optimization, regression, and deep neural network functionalities based on algorithmic differentiationDesign and optimize a computation graph module, and understand the benefits it brings to the numerical computing libraryAccommodate the growing number of hardware accelerators (e.g. GPU, TPU) and execution backends (e.g. web browser, unikernel) of numerical computationUse the Zoo system for efficient scripting, code sharing, service deployment, and compositionDesign and implement a distributed computing engine to work with a numerical computing library, providing convenient APIs and high performance Who This Book Is For Those with prior programming experience, especially with the OCaml programming language, or with scientific computing experience who may be new to OCaml. Most importantly, it is for those who are eager to understand not only how to use something, but also how it is built up.
Authors: Liang Wang, Jianxin Zhao
Resource Type: eBook.
Subjects: OCaml (Computer program language), Science--Data processing, Numerical analysis--Data processing
Categories: COMPUTERS / Languages / General, COMPUTERS / General, COMPUTERS / Artificial Intelligence / General, COMPUTERS / Computer Science, COMPUTERS / Database Administration & Management
Database: eBook Index
FullText Text:
  Availability: 0
Header DbId: edsebk
DbLabel: eBook Index
An: 3733945
RelevancyScore: 969
AccessLevel: 6
PubType: eBook
PubTypeId: ebook
PreciseRelevancyScore: 968.509704589844
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  Data: This unique open access book applies the functional OCaml programming language to numerical or computational weighted data science, engineering, and scientific applications. This book is based on the authors'first-hand experience building and maintaining Owl, an OCaml-based numerical computing library. You'll first learn the various components in a modern numerical computation library. Then, you will learn how these components are designed and built up and how to optimize their performance. After reading and using this book, you'll have the knowledge required to design and build real-world complex systems that effectively leverage the advantages of the OCaml functional programming language. What You Will LearnOptimize core operations based on N-dimensional arraysDesign and implement an industry-level algorithmic differentiation moduleImplement mathematical optimization, regression, and deep neural network functionalities based on algorithmic differentiationDesign and optimize a computation graph module, and understand the benefits it brings to the numerical computing libraryAccommodate the growing number of hardware accelerators (e.g. GPU, TPU) and execution backends (e.g. web browser, unikernel) of numerical computationUse the Zoo system for efficient scripting, code sharing, service deployment, and compositionDesign and implement a distributed computing engine to work with a numerical computing library, providing convenient APIs and high performance Who This Book Is For Those with prior programming experience, especially with the OCaml programming language, or with scientific computing experience who may be new to OCaml. Most importantly, it is for those who are eager to understand not only how to use something, but also how it is built up.
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RecordInfo BibRecord:
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    Classifications:
      – Code: 005.117
        Scheme: ddc
        Type: prePub
    Languages:
      – Code: eng
        Text: English
    Subjects:
      – SubjectFull: OCaml (Computer program language)
        Type: general
      – SubjectFull: Science--Data processing
        Type: general
      – SubjectFull: Numerical analysis--Data processing
        Type: general
    Titles:
      – TitleFull: Architecture of Advanced Numerical Analysis Systems
        Type: main
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      – PersonEntity:
          Name:
            NameFull: Liang Wang
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          Name:
            NameFull: Jianxin Zhao
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          Name:
            NameFull: Liang Wang
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          Name:
            NameFull: Jianxin Zhao
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          Dates:
            – D: 01
              M: 01
              Type: published
              Y: 2023
            – D: 09
              M: 08
              Type: profile
              Y: 2024
          Identifiers:
            – Type: isbn-print
              Value: 9781484288528
            – Type: isbn-electronic
              Value: 9781484288535
          Titles:
            – TitleFull: Architecture of Advanced Numerical Analysis Systems
              Type: main
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