Qingkai Kong,
Qingkai, Ph.D. (Lawrence Livermore National Laboratory) Kong,
Timmy Siauw,
Timmy (University of California, Berkeley, USA) Siauw,
Alexandre Bayen,
Alexandre (Associate Professor, Department of Electrical Engineering and Computer Sciences and the Department of Civil and Environmental Engineering, University of California, Berkeley, USA) Bayen
e.a.
Python Programming and Numerical Methods
A Guide for Engineers and Scientists
Paperback Engels 2020 9780128195499Levertijd ongeveer 9 werkdagen
Gratis verzonden
Samenvatting
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.
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Inhoudsopgave
<p>PART 1 INTRODUCTION TO PYTHON PROGRAMMING</p> <p>CHAPTER 1 Python Basics </p> <p>CHAPTER 2 Variables and Basic Data Structures </p> <p>CHAPTER 3 Functions </p> <p>CHAPTER 4 Branching Statements </p> <p>CHAPTER 5 Iteration </p> <p>CHAPTER 7 Object-Oriented Programming <br>CHAPTER 8 Complexity </p> <p>CHAPTER 9 Representation of Numbers </p> <p>CHAPTER 10 Errors, Good Programming Practices, and Debugging </p> <p>CHAPTER 11 Reading and Writing Data </p> <p>CHAPTER 12 Visualization and Plotting </p> <p>CHAPTER 13 Parallelize Your Python </p> <p>PART 2 INTRODUCTION TO NUMERICAL METHODS</p> <p>CHAPTER 14 Linear Algebra and Systems of Linear Equations </p> <p>CHAPTER 15 Eigenvalues and Eigenvectors </p> <p>CHAPTER 16 Least Squares Regression </p> <p>CHAPTER 17 Interpolation </p> <p>CHAPTER 18 Taylor Series </p> <p>CHAPTER 19 Root Finding </p> <p>CHAPTER 20 Numerical Differentiation </p> <p>CHAPTER 21 Numerical Integration </p> <p>CHAPTER 22 Ordinary Differential Equations (ODEs) Initial-Value Problems </p> <p>CHAPTER 23 Boundary-Value Problems for Ordinary Differential Equations (ODEs)</p> <p>CHAPTER 24 Fourier Transform <br></p>
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