A Primer on Scientific Programming with Python [electronic resource] / by Hans Petter Langtangen.
By: Langtangen, Hans Petter [author.].
Contributor(s): SpringerLink (Online service).
Material type:
BookSeries: Texts in Computational Science and Engineering: 6Publisher: Berlin, Heidelberg : Springer Berlin Heidelberg : Imprint: Springer, 2012Edition: 3rd ed. 2012.Description: XXXII, 798 p. 79 illus., 30 illus. in color. online resource.Content type: text Media type: computer Carrier type: online resourceISBN: 9783642302930.Subject(s): Mathematics | Software engineering | Computer science | Mathematics | Computational Science and Engineering | Programming Techniques | Software Engineering/Programming and Operating Systems | Mathematics of Computing | Numerical and Computational PhysicsDDC classification: 004 Online resources: Click here to access online Preface -- Computing with Formulas -- Loops and Lists -- Functions and Branching -- Input Data and Error Handling -- Array Computing and Curve Plotting -- Files, Strings and Dictionaries -- Introduction to Classes -- Random Numbers and Simple Games -- Object-Oriented Programming -- Sequences and Difference Equations -- Introduction to Discrete Calculus -- Introduction to Differential Equations -- A Complete Differential Equation Project -- Programming of Differential Equations -- Debugging -- Migrating Python to Compiled Code -- Technical Topics -- Bibliography -- Index.
The book serves as a first introduction to computer programming of scientific applications, using the high-level Python language. The exposition is example- and problem-oriented, where the applications are taken from mathematics, numerical calculus, statistics, physics, biology, and finance. The book teaches "Matlab-style" and procedural programming as well as object-oriented programming. High school mathematics is a required background, and it is advantageous to study classical and numerical one-variable calculus in parallel with reading this book. Besides learning how to program computers, the reader will also learn how to solve mathematical problems, arising in various branches of science and engineering, with the aid of numerical methods and programming. By blending programming, mathematics and scientific applications, the book lays a solid foundation for practicing computational science.
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