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on
1
Intro
2
Should I wear a jacket?
3
Recommendation systems
4
Splitting by gender
5
Splitting by age
6
Building the tree
7
What about continuous values?
8
In general
9
Problem: Overfitting
10
When to stop splitting a node?
11
Do we have to use accuracy to build the tree?
12
Thank you!
Description:
Explore decision trees and their training process through a friendly 22-minute video introduction. Learn how to build a decision tree using a simple example, understand concepts like data splitting, and discover techniques to prevent overfitting. Dive into related topics such as the Gini index, entropy, information gain, and machine learning metrics with helpful supplementary videos. Access an accompanying blog post for further insights and take advantage of a discount on the "Grokking Machine Learning" book to deepen your understanding of machine learning concepts.

Decision Trees - A Friendly Introduction

Serrano.Academy
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