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Kniha Architecture of Advanced Numerical Analysis Systems Liang Wang

Architecture of Advanced Numerical Analysis Systems

Designing a Scientific Computing System using OCaml

Autor: Liang Wang, Jianxin Roger Zhao
Jazyk: Angličtina
Väzba: Brožovaná
Vydavateľ: APress
Dostupnosť: Skladom u dodávateľa
Odosielame za 9-15 dní
34.44 €
This unique open access book applies the functional OCaml programming language to numerical or compu...

Informácie o knihe

Autor
Liang Wang, Jianxin Roger Zhao
Jazyk
Angličtina
Väzba
Kniha - Brožovaná
Vydalo
2022
Stránok
472
EAN
9781484288528
Enbook ID
41424742
Vydavateľ
APress
Hmotnosť
909
Rozmery
178 x 254 x 27

Kompletný popis

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 Learn 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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