Machine Learning with Python: Decision Trees

Offered By: LinkedIn Learning

Tags

Machine Learning Courses Data Visualization Courses Python Courses scikit-learn Courses Decision Trees Courses

Course Description

Overview

Learn how to build decision trees in Python to measure impurity within a partition and improve outcomes on machine learning projects.

Syllabus

Introduction

Making decisions with Python
What you should know
The tools you need
Using the exercise files

1. Decision Trees

What is a decision tree?
How is a classification tree built?
How do classification trees measure impurity?
How is a regression tree built?
How to prune a decision tree
Why and when to use a decision tree

2. Working with Classification Trees

How to build a classification tree in Python
How to visualize a classification tree in Python
How to prune a classification tree in Python

3. Working with Regression Trees

How to build a regression tree in Python
How to visualize a regression tree in Python
How to prune a regression tree in Python

Conclusion

Next steps with decision trees

Taught by

Frederick Nwanganga

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