Python Programming and Numerical Methods

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Beschreibung

Python Programming and Numerical Methods: A Guide for Engineers and Scientists introduces programming tools and numerical methods to engineering and science students, with the goal of helping the students to develop good computational problem-solving techniques through the use of numerical methods and the Python programming language. Part One introduces fundamental programming concepts, using simple examples to put new concepts quickly into practice. Part Two covers the fundamentals of algorithms and numerical analysis at a level that allows students to quickly apply results in practical settings.

Über den Autor

Qingkai Kong is an Assistant Data Science Researcher at the Berkeley Division of Data Sciences and Berkeley Seismology Lab. He has a Master's degree in Structural Engineering and a PhD. in Earth Science. He is actively working on applying data science/machine learning to Earth science and engineering, especially using Python language.

Inhaltsverzeichnis

PART 1 INTRODUCTION TO PYTHON PROGRAMMING

CHAPTER 1 Python Basics

CHAPTER 2 Variables and Basic Data Structures

CHAPTER 3 Functions

CHAPTER 4 Branching Statements

CHAPTER 5 Iteration

CHAPTER 7 Object-Oriented Programming CHAPTER 8 Complexity

CHAPTER 9 Representation of Numbers

CHAPTER 10 Errors, Good Programming Practices, and Debugging

CHAPTER 11 Reading and Writing Data

CHAPTER 12 Visualization and Plotting

CHAPTER 13 Parallelize Your Python

PART 2 INTRODUCTION TO NUMERICAL METHODS

CHAPTER 14 Linear Algebra and Systems of Linear Equations

CHAPTER 15 Eigenvalues and Eigenvectors

CHAPTER 16 Least Squares Regression

CHAPTER 17 Interpolation

CHAPTER 18 Taylor Series

CHAPTER 19 Root Finding

CHAPTER 20 Numerical Differentiation

CHAPTER 21 Numerical Integration

CHAPTER 22 Ordinary Differential Equations (ODEs) Initial-Value Problems

CHAPTER 23 Boundary-Value Problems for Ordinary Differential Equations (ODEs)

CHAPTER 24 Fourier Transform

Details

Erscheinungsjahr:	2020
Genre:	Informatik
Rubrik:	Naturwissenschaften & Technik
Medium:	Taschenbuch
Inhalt:	Kartoniert / Broschiert
ISBN-13:	9780128195499
ISBN-10:	0128195495
Sprache:	Englisch
Einband:	Kartoniert / Broschiert
Autor:	Bayen, Alexandre Kong, Qingkai Siauw, Timmy
Hersteller:	Elsevier Science Publishing Co Inc
Maße:	233 x 189 x 30 mm
Von/Mit:	Alexandre Bayen (u. a.)
Erscheinungsdatum:	02.12.2020
Gewicht:	0,998 kg

Artikel-ID: 118955109