Architecture of Advanced Numerical Analysis Systems Designing a Scientific Computing System using OCaml

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...

Full description

Saved in:
Bibliographic Details
Main Author: Wang, Liang (auth)
Other Authors: Zhao, Jianxin (auth)
Format: Electronic Book Chapter
Language:English
Published: Berkeley, CA Springer Nature 2023
Subjects:
Online Access:DOAB: download the publication
DOAB: description of the publication
Tags: Add Tag
No Tags, Be the first to tag this record!

MARC

LEADER 00000naaaa2200000uu 4500
001 doab_20_500_12854_96254
005 20230122
003 oapen
006 m o d
007 cr|mn|---annan
008 20230122s2023 xx |||||o ||| 0|eng d
020 |a 978-1-4842-8853-5 
020 |a 9781484288535 
040 |a oapen  |c oapen 
024 7 |a 10.1007/978-1-4842-8853-5  |c doi 
041 0 |a eng 
042 |a dc 
072 7 |a U  |2 bicssc 
072 7 |a UY  |2 bicssc 
072 7 |a UMB  |2 bicssc 
072 7 |a UYQ  |2 bicssc 
100 1 |a Wang, Liang  |4 auth 
700 1 |a Zhao, Jianxin  |4 auth 
245 1 0 |a Architecture of Advanced Numerical Analysis Systems  |b Designing a Scientific Computing System using OCaml 
260 |a Berkeley, CA  |b Springer Nature  |c 2023 
300 |a 1 electronic resource (472 p.) 
336 |a text  |b txt  |2 rdacontent 
337 |a computer  |b c  |2 rdamedia 
338 |a online resource  |b cr  |2 rdacarrier 
506 0 |a Open Access  |2 star  |f Unrestricted online access 
520 |a 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. 
540 |a Creative Commons  |f by/4.0/  |2 cc  |4 http://creativecommons.org/licenses/by/4.0/ 
546 |a English 
650 7 |a Computing & information technology  |2 bicssc 
650 7 |a Computer science  |2 bicssc 
650 7 |a Algorithms & data structures  |2 bicssc 
650 7 |a Artificial intelligence  |2 bicssc 
653 |a programming language 
653 |a OCaml 
653 |a scientific computing 
653 |a computational 
653 |a debugging 
653 |a open source 
653 |a source 
653 |a code 
653 |a numerical 
653 |a data science 
653 |a big data 
653 |a owl 
653 |a functional 
653 |a math 
653 |a scientific 
653 |a engineering 
856 4 0 |a www.oapen.org  |u https://library.oapen.org/bitstream/20.500.12657/60830/1/978-1-4842-8853-5.pdf  |7 0  |z DOAB: download the publication 
856 4 0 |a www.oapen.org  |u https://directory.doabooks.org/handle/20.500.12854/96254  |7 0  |z DOAB: description of the publication