Skip to Content
Numerical Methods with Python
book

Numerical Methods with Python

by William Miles
March 2023
Intermediate to advanced
326 pages
7h 11m
English
De Gruyter
Content preview from Numerical Methods with Python

7 Regression

In this portion of the book, we consider the idea of fitting a mathematical model to a set of data. A mathematical model is simply an equation or set of equations that forms a mathematical representation of a particular phenomenon. We begin with a straightforward, but incredibly useful, technique called linear regression.

7.1 Linear regression

We will use an example to illustrate the idea. Suppose we wish to study the number of births to mothers who are 15–17-years-old in the United States. Further, we conjecture that the number of such births is related to the poverty level of a community. A brief web search yielded a source (Mind On Statistics, 3rd edition, Utts and Heckard) that gives the data in the following, table with ...

Become an O’Reilly member and get unlimited access to this title plus top books and audiobooks from O’Reilly and nearly 200 top publishers, thousands of courses curated by job role, 150+ live events each month,
and much more.

Read now

Unlock full access

More than 5,000 organizations count on O’Reilly

AirBnbBlueOriginElectronic ArtsHomeDepotNasdaqRakutenTata Consultancy Services

QuotationMarkO’Reilly covers everything we've got, with content to help us build a world-class technology community, upgrade the capabilities and competencies of our teams, and improve overall team performance as well as their engagement.
Julian F.
Head of Cybersecurity
QuotationMarkI wanted to learn C and C++, but it didn't click for me until I picked up an O'Reilly book. When I went on the O’Reilly platform, I was astonished to find all the books there, plus live events and sandboxes so you could play around with the technology.
Addison B.
Field Engineer
QuotationMarkI’ve been on the O’Reilly platform for more than eight years. I use a couple of learning platforms, but I'm on O'Reilly more than anybody else. When you're there, you start learning. I'm never disappointed.
Amir M.
Data Platform Tech Lead
QuotationMarkI'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.
Mark W.
Embedded Software Engineer

You might also like

Applying Math with Python - Second Edition

Applying Math with Python - Second Edition

Sam Morley

Publisher Resources

ISBN: 9783110776935