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Applying Math with Python - Second Edition

You're reading from  Applying Math with Python - Second Edition

Product type Book
Published in Dec 2022
Publisher Packt
ISBN-13 9781804618370
Pages 376 pages
Edition 2nd Edition
Languages
Concepts
Author (1):
Sam Morley Sam Morley
Profile icon Sam Morley

Table of Contents (13) Chapters

Preface 1. Chapter 1: An Introduction to Basic Packages, Functions, and Concepts 2. Chapter 2: Mathematical Plotting with Matplotlib 3. Chapter 3: Calculus and Differential Equations 4. Chapter 4: Working with Randomness and Probability 5. Chapter 5: Working with Trees and Networks 6. Chapter 6: Working with Data and Statistics 7. Chapter 7: Using Regression and Forecasting 8. Chapter 8: Geometric Problems 9. Chapter 9: Finding Optimal Solutions 10. Chapter 10: Improving Your Productivity 11. Index 12. Other Books You May Enjoy

Summary

Python offers built-in support for mathematics with some basic numerical types, arithmetic, extended precision numbers, rational numbers, complex numbers, and a variety of basic mathematical functions. However, for more serious computations involving large arrays of numerical values, you should use the NumPy and SciPy packages. NumPy provides high-performance array types and basic routines, while SciPy provides more specific tools for solving equations and working with sparse matrices (among many other things).

NumPy arrays can be multi-dimensional. Two-dimensional arrays have matrix properties that can be accessed using the linalg module from either NumPy or SciPy (the former is a subset of the latter). Moreover, there is a special operator in Python for matrix multiplication, @, which is implemented for NumPy arrays. SciPy also provides support for sparse matrices via the sparse module. We also touched on matrix theory and linear algebra, which underpins most of the numerical...

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