03/09/98 Machine Learning

3/12/98


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Table of Contents

03/09/98 Machine Learning

Machine Learning in General

Components of a Learning System

Learning as Function Induction

Decision-Tree Learning

Example

Basic Algorithm

Basic Algorithm (cont.)

Some Sample Attribute Choices

Remaining questions

How to choose the next attribute

The Entropy (Disorder) of a Collection

Entropy and Information Gain

Example

Choosing the First Attribute

After the First Iteration

Final Tree

Remaining questions

Some Additional Technical Problems

Author: Steve Hanks

Email: hanks@cs.washington.edu

Home Page: http://www.cs.washington.edu/education/courses/473/

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