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.
You will:
- Optimize core operations based on N-dimensional arrays
- Design and implement an industry-level algorithmic differentiation module
- Implement mathematical optimization, regression, and deep neural network functionalities based on algorithmic differentiation
- Design and optimize a computation graph module, and understand the benefits it brings to the numerical computing library
- Accommodate the growing number of hardware accelerators (e.g. GPU, TPU) and execution backends (e.g. web browser, unikernel) of numerical computation
- Use the Zoo system for efficient scripting, code sharing, service deployment, and composition
- Design and implement a distributed computing engine to work with a numerical computing library, providing convenient APIs and high performance
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                                  Covers the design of a complex computation system, Owl, developed with OCaml Includes detailed explanations and code to illustrate various aspects of implementing a practical system Written by Owl's designers and developers themselves Provides step-by-step guide on how to construct advanced computing functionalities such as neural networks
                                
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                                  Open Access This book is licensed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license and indicate if changes were made. The images or other third party material in this book are included in the book's Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the book's Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder.
                                
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                              Produktdetaljer
ISBN
                    
            9781484288528
      
                  Publisert
                     2022-12-27 
                  Utgiver
                    APress
                  Høyde
                     254 mm
                  Bredde
                     178 mm
                  Aldersnivå
                     Professional/practitioner, P, 06
                  Språk
                    
  Product language
              Engelsk
          Format
                    
  Product format
              Heftet
          