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Principles of Data Science
book

Principles of Data Science

by Sinan Ozdemir
December 2016
Beginner
388 pages
8h 35m
English
Packt Publishing
Content preview from Principles of Data Science

Decision trees

Decision trees are supervised models that can either preform regression or classification.

Let's take a look at some major league baseball player data from 1986-1987. Each dot represents a single player in the league:

  • Years (x axis): Number of years played in the major leagues
  • Hits (y axis): Number of hits the player had in the previous year
  • Salary (color): Low salary is blue/green, high salary is red/yellow
Decision trees

The preceding data is our training data. The idea is to build a model that predicts the salary of future players based on Years and Hits. A decision tree aims to make splits on our data in order to segment the data points that act ...

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Publisher Resources

ISBN: 9781785887918