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The Statistics and Calculus with Python Workshop

You're reading from   The Statistics and Calculus with Python Workshop A comprehensive introduction to mathematics in Python for artificial intelligence applications

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Product type Paperback
Published in Aug 2020
Publisher Packt
ISBN-13 9781800209763
Length 740 pages
Edition 1st Edition
Languages
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Authors (6):
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Ajinkya Sudhir Kolhe Ajinkya Sudhir Kolhe
Author Profile Icon Ajinkya Sudhir Kolhe
Ajinkya Sudhir Kolhe
Quan Nguyen Quan Nguyen
Author Profile Icon Quan Nguyen
Quan Nguyen
Marios Tsatsos Marios Tsatsos
Author Profile Icon Marios Tsatsos
Marios Tsatsos
Alexander Joseph Sarver Alexander Joseph Sarver
Author Profile Icon Alexander Joseph Sarver
Alexander Joseph Sarver
Peter Farrell Peter Farrell
Author Profile Icon Peter Farrell
Peter Farrell
Alvaro Fuentes Alvaro Fuentes
Author Profile Icon Alvaro Fuentes
Alvaro Fuentes
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Table of Contents (14) Chapters Close

Preface
1. Fundamentals of Python 2. Python's Main Tools for Statistics FREE CHAPTER 3. Python's Statistical Toolbox 4. Functions and Algebra with Python 5. More Mathematics with Python 6. Matrices and Markov Chains with Python 7. Doing Basic Statistics with Python 8. Foundational Probability Concepts and Their Applications 9. Intermediate Statistics with Python 10. Foundational Calculus with Python 11. More Calculus with Python 12. Intermediate Calculus with Python Appendix

Differential Equations

Solving an equation in a math class usually involves an unknown number, x. The equation hides the value but gives you hints as to how to find the value, such as 1. But to solve a differential equation, you're only given information regarding the derivative of a function, and you're expected to find the function. It could be something as simple as the following:

Figure 12.1: Finding a function with derivative 2

This means find a function whose derivative is 2. This can also be written as follows:

Figure 12.2: Alternative way to represent derivative of the function

By simple integration, we can find functions that work in this equation because we know the function y = 2x has a derivative of 2. In fact, many related functions, such as y = 2x + 1, y = 2x + 2, y = 2x + 3, and so on, all have a derivative of 2. So, we write a general form, that is, y = 2x + C.

Things get more complicated when we don&apos...

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