{"product_id":"9781484288528","title":"Architecture of Advanced Numerical Analysis Systems: Designing a Scientific Computing System using OCaml","description":"\u003ch1\u003eArchitecture of Advanced Numerical Analysis Systems: Designing a Scientific Computing System using OCaml\u003c\/h1\u003e \u003ch2\u003eWang, Liang; Zhao, Jianxin\u003c\/h2\u003e \u003cp\u003e\u003c\/p\u003e\u003cp\u003eThis 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. \u003c\/p\u003e\u003cp\u003eYou'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.\u003c\/p\u003e\u003cp\u003e\u003cb\u003e What You Will Learn\u003c\/b\u003e\u003cbr\u003e\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003eOptimize core operations based on N-dimensional arrays\u003c\/li\u003e\n\u003cli\u003eDesign and implement an industry-level algorithmic differentiation module\u003c\/li\u003e\n\u003cli\u003eImplement mathematical optimization, regression, and deep neural network functionalities based on algorithmic differentiation\u003c\/li\u003e\n\u003cli\u003eDesign and optimize a computation graph module, and understand the benefits it brings to the numerical computing library\u003c\/li\u003e\n\u003cli\u003eAccommodate the growing number of hardware accelerators (e.g. GPU, TPU) and execution backends (e.g. web browser, unikernel) of numerical computation\u003c\/li\u003e\n\u003cli\u003eUse the Zoo system for efficient scripting, code sharing, service deployment, and composition\u003c\/li\u003e\n\u003cli\u003eDesign and implement a distributed computing engine to work with a numerical computing library, providing convenient APIs and high performance\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003e\u003cb\u003e Who This Book Is For\u003c\/b\u003e\u003cbr\u003e 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.\u003c\/p\u003e \u003ch3\u003eDetails\u003c\/h3\u003e \u003cp\u003ePublished by: Apress\u003c\/p\u003e \u003cp\u003ePublication Date: 2022-12-27\u003c\/p\u003e \u003cp\u003eFormat: Paperback\u003c\/p\u003e \u003cp\u003eISBN-13: 9781484288528\u003c\/p\u003e \u003cp\u003eDOI: 10.1007\/978-1-4842-8853-5\u003c\/p\u003e \u003cp\u003eDimensions: 254.0cm x178.0cm\u003c\/p\u003e \u003cp\u003ePages: 472.0\u003c\/p\u003e ","brand":"Apress","offers":[{"title":"Default Title","offer_id":44677034082444,"sku":"9.78148E+12","price":44.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0710\/9545\/1788\/files\/9781484288528.jpg?v=1760464571","url":"https:\/\/fh90cf-fv.myshopify.com\/products\/9781484288528","provider":"Late Knight Books and Services, LLC","version":"1.0","type":"link"}