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Introduction to the tools of scienti...
~
Smith, Einar.
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Introduction to the tools of scientific computing
Record Type:
Electronic resources : Monograph/item
Title/Author:
Introduction to the tools of scientific computing/ by Einar Smith.
Author:
Smith, Einar.
Published:
Cham :Springer International Publishing : : 2022.,
Description:
xiii, 428 p. :ill., digital ;24 cm.
[NT 15003449]:
Introduction -- Part I, Background -- Part II, Core Languages -- Part III, Commercial Computing Environments -- Part IV, Distributed Computing -- Part V, Specialized Programming Environments -- References -- Index.
Contained By:
Springer Nature eBook
Subject:
Computer science - Mathematics. -
Online resource:
https://doi.org/10.1007/978-3-031-16972-4
ISBN:
9783031169724
Introduction to the tools of scientific computing
Smith, Einar.
Introduction to the tools of scientific computing
[electronic resource] /by Einar Smith. - Second edition. - Cham :Springer International Publishing :2022. - xiii, 428 p. :ill., digital ;24 cm. - Texts in computational science and engineering,v. 252197-179X ;. - Texts in computational science and engineering ;v. 25..
Introduction -- Part I, Background -- Part II, Core Languages -- Part III, Commercial Computing Environments -- Part IV, Distributed Computing -- Part V, Specialized Programming Environments -- References -- Index.
The book provides an introduction to common programming tools and methods in numerical mathematics and scientific computing. Unlike standard approaches, it does not focus on any specific language, but aims to explain the underlying ideas. Typically, new concepts are first introduced in the particularly user-friendly Python language and then transferred and extended in various programming environments from C/C++, Julia and MATLAB to Maple and Mathematica. This includes various approaches to distributed computing. By examining and comparing different languages, the book is also helpful for mathematicians and practitioners in deciding which programming language to use for which purposes. At a more advanced level, special tools for the automated solution of partial differential equations using the finite element method are discussed. On a more experimental level, the basic methods of scientific machine learning in artificial neural networks are explained and illustrated.
ISBN: 9783031169724
Standard No.: 10.1007/978-3-031-16972-4doiSubjects--Topical Terms:
532725
Computer science
--Mathematics.
LC Class. No.: QA76.9.M35 / S55 2022
Dewey Class. No.: 004.0151
Introduction to the tools of scientific computing
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Introduction -- Part I, Background -- Part II, Core Languages -- Part III, Commercial Computing Environments -- Part IV, Distributed Computing -- Part V, Specialized Programming Environments -- References -- Index.
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The book provides an introduction to common programming tools and methods in numerical mathematics and scientific computing. Unlike standard approaches, it does not focus on any specific language, but aims to explain the underlying ideas. Typically, new concepts are first introduced in the particularly user-friendly Python language and then transferred and extended in various programming environments from C/C++, Julia and MATLAB to Maple and Mathematica. This includes various approaches to distributed computing. By examining and comparing different languages, the book is also helpful for mathematicians and practitioners in deciding which programming language to use for which purposes. At a more advanced level, special tools for the automated solution of partial differential equations using the finite element method are discussed. On a more experimental level, the basic methods of scientific machine learning in artificial neural networks are explained and illustrated.
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based on 0 review(s)
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W9446260
電子資源
11.線上閱覽_V
電子書
EB QA76.9.M35 S55 2022
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