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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

Length of a Curve

A major use of derivatives and integrals is finding the length of a curve. There's a formula for this:

Figure 11.1: Formula to calculate the length of a curve

The preceding formula contains an integral and a derivative. To find the length of a curve, we'll need both our derivative and integral functions. Copy and paste them into your code if you don't have them yet:

from math import sqrt
 
def derivative(f,x):
    """Returns the value of the derivative of     the function at a given x-value."""
    delta_x = 1/1000000
    return (f(x+delta_x) - f(x))/delta_x
 
def trap_integral(f,a,b,num):
    """Returns the sum of num trapezoids     under f between a and b"""
    width = (b-a)/num
    area = 0.5*width*(f(a) + f(b) + 2*sum([f(a+width*n) \      ...
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