Skip to Content
Mastering Python for Data Science
book

Mastering Python for Data Science

by Samir Madhavan
August 2015
Beginner to intermediate
294 pages
5h 20m
English
Packt Publishing
Content preview from Mastering Python for Data Science

Decision trees

To understand decision tree-based models, let's try to imagine that Google wants to recruit people for a software development job. Based on the employees that they already have and the ones they have rejected previously, we can determine whether an applicant was from an Ivy League college or not and what the Grade Point Average (GPA) of the applicant was.

The decision tree will split the applicants into Ivy League and non-Ivy League groups. The Ivy League group will then be split into high GPA and low GPA so that people with a high GPA are likely to be tagged highly and the ones with a low GPA are likely to get recruited.

Applicants who have a high GPA and belong to non-Ivy League colleges have a slightly better chance of getting ...

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

Python for Data Science

Python for Data Science

Yuli Vasiliev

Publisher Resources

ISBN: 9781784390150