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Introduction to the Tools of Scientific Computing
Taschenbuch von Einar Smith
Sprache: Englisch

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Beschreibung
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.
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.
Über den Autor
Einar Smith holds academic degrees in Mathematics from the Unversity of Bonn, in Economics from the University of Oslo, and in Computer Science from the University of Hamburg.
He has published a textbook on Mathematical Computability Theory, and a biography of the German computer scientist C.A. Petri. Both books have been published by Springer. In recent years he has mainly been concerned with the teaching of numerical methods at the University of Bonn, with an emphasis on computer programming.
Inhaltsverzeichnis

Introduction.- Part I, Background.- Part II, Core Languages.- Part III, Commercial Computing Environments.- Part IV, Distributed Computing.- Part V, Specialized Programming Environments.- References.- Index.

Details
Erscheinungsjahr: 2023
Fachbereich: Wahrscheinlichkeitstheorie
Genre: Mathematik
Rubrik: Naturwissenschaften & Technik
Medium: Taschenbuch
Reihe: Texts in Computational Science and Engineering
Inhalt: xiii
428 S.
1 s/w Illustr.
428 p. 1 illus.
ISBN-13: 9783031169748
ISBN-10: 3031169743
Sprache: Englisch
Ausstattung / Beilage: Paperback
Einband: Kartoniert / Broschiert
Autor: Smith, Einar
Auflage: 2nd ed. 2022
Hersteller: Springer Nature Switzerland
Springer International Publishing
Springer International Publishing AG
Texts in Computational Science and Engineering
Maße: 235 x 155 x 24 mm
Von/Mit: Einar Smith
Erscheinungsdatum: 29.10.2023
Gewicht: 0,668 kg
Artikel-ID: 127803649
Über den Autor
Einar Smith holds academic degrees in Mathematics from the Unversity of Bonn, in Economics from the University of Oslo, and in Computer Science from the University of Hamburg.
He has published a textbook on Mathematical Computability Theory, and a biography of the German computer scientist C.A. Petri. Both books have been published by Springer. In recent years he has mainly been concerned with the teaching of numerical methods at the University of Bonn, with an emphasis on computer programming.
Inhaltsverzeichnis

Introduction.- Part I, Background.- Part II, Core Languages.- Part III, Commercial Computing Environments.- Part IV, Distributed Computing.- Part V, Specialized Programming Environments.- References.- Index.

Details
Erscheinungsjahr: 2023
Fachbereich: Wahrscheinlichkeitstheorie
Genre: Mathematik
Rubrik: Naturwissenschaften & Technik
Medium: Taschenbuch
Reihe: Texts in Computational Science and Engineering
Inhalt: xiii
428 S.
1 s/w Illustr.
428 p. 1 illus.
ISBN-13: 9783031169748
ISBN-10: 3031169743
Sprache: Englisch
Ausstattung / Beilage: Paperback
Einband: Kartoniert / Broschiert
Autor: Smith, Einar
Auflage: 2nd ed. 2022
Hersteller: Springer Nature Switzerland
Springer International Publishing
Springer International Publishing AG
Texts in Computational Science and Engineering
Maße: 235 x 155 x 24 mm
Von/Mit: Einar Smith
Erscheinungsdatum: 29.10.2023
Gewicht: 0,668 kg
Artikel-ID: 127803649
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