Book Image

Applying Math with Python

By : Sam Morley
Book Image

Applying Math with Python

By: Sam Morley

Overview of this book

Python, one of the world's most popular programming languages, has a number of powerful packages to help you tackle complex mathematical problems in a simple and efficient way. These core capabilities help programmers pave the way for building exciting applications in various domains, such as machine learning and data science, using knowledge in the computational mathematics domain. The book teaches you how to solve problems faced in a wide variety of mathematical fields, including calculus, probability, statistics and data science, graph theory, optimization, and geometry. You'll start by developing core skills and learning about packages covered in Python’s scientific stack, including NumPy, SciPy, and Matplotlib. As you advance, you'll get to grips with more advanced topics of calculus, probability, and networks (graph theory). After you gain a solid understanding of these topics, you'll discover Python's applications in data science and statistics, forecasting, geometry, and optimization. The final chapters will take you through a collection of miscellaneous problems, including working with specific data formats and accelerating code. By the end of this book, you'll have an arsenal of practical coding solutions that can be used and modified to solve a wide range of practical problems in computational mathematics and data science.
Table of Contents (12 chapters)

Analyzing simple two-player games

Game theory is a branch of mathematics concerned with the analysis of decision-making and strategy. It has applications in economics, biology, and behavioral science. Many seemingly complex situations can be reduced to a relatively simple mathematical game that can be analyzed in a systematic way to find "optimal" solutions.

A classic problem in game theory is the prisoner's dilemma, which, in its original form, is as follows: two co-conspirators are caught and must decide whether to remain quiet or to testify against the other. If both remain quiet, they both serve a 1-year sentence; if one testifies but the other does not, the testifier is released and the other serves a 3-year sentence; and if both testify against one another, they both serve a 2-year sentence. What should each conspirator do? It turns out that the best choice each conspirator can make, given any reasonable distrust of the other, is to testify. Adopting...