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Bücher Englische Bücher Wissen & Bildung Naturwissenschaft, Medizin, Informatik, Technik Informatik & EDV Programmiersprachen Architecture of Advanced Numerical Analysis Systems
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Architecture of Advanced Numerical Analysis Systems
Liang Wang, Jianxin Zhao (Broschiert, Englisch)
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Beschreibung
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
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. 53,49 €
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Technische Daten
Erscheinungsdatum
27.12.2022
Sprache
Englisch
EAN
9781484288528
Herausgeber
APRESS
Sonderedition
Nein
Autor
Liang Wang, Jianxin Zhao
Seitenanzahl
472
Auflage
1
Einbandart
Broschiert
Buch Untertitel
Designing a Scientific Computing System using OCaml
Schlagwörter
open access, programming language, OCaml, scientific computing, computational, debugging, open source, source, code, numerical, data science, big data, owl, functional, math, scientific, engineering
Thema-Inhalt
UMX - Programmier- und Skriptsprachen, allgemein
UY - Informatik
UN - Datenbanken
UYA - Theoretische Informatik
Höhe
254 mm
Breite
17.8 cm
Hersteller: Springer Nature Customer Service Center GmbH, ProductSafety@springernature.com
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