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Understanding Decision Trees: A Beginner’s Easy Guide

December 9, 2024: 08:05:36 AM, Posted on Technology By shivanshi770

Learn the basics of decision trees in machine learning with this beginner-friendly guide. Understand concepts, applications, and benefits.

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Understanding Decision Trees: A Beginner’s Easy Guide

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Learn the basics of decision trees in machine learning with this beginner-friendly guide. Understand concepts, applications, and benefits.

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» Understanding Decision Trees: A Beginner’s Easy Guide

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🢬 Introduction to Decision Trees

🢬 How Do Decision Trees Work?

🢬 Types of Decision Trees

🢬 Splitting Criteria: How Trees Make Decisions

🢬 Advantages of Decision Trees

🢬 Disadvantages of Decision Trees

🢬 Decision Tree Pruning

🢬 Practical Applications of Decision Trees

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🢭 Key Components of a Decision Tree

🢭 Example of How a Decision Tree Works

🢭 1. Classification Trees

🢭 2. Regression Trees

🢭 1. Gini Impurity

🢭 2. Information Gain

🢭 3. Variance Reduction

🢭 1. Easy to Understand and Interpret

🢭 2. No Need for Data Normalization

🢭 3. Can Handle Both Categorical and Continuous Data

🢭 4. Handle Missing Data

🢭 1. Overfitting

🢭 2. Instability

🢭 3. Biased Towards Features with More Levels

🢭 1. Prepruning (Early Stopping)

🢭 2. Postpruning (Cost Complexity Pruning)

🢭 2. Healthcare

🢭 3. Marketing

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Understanding Decision Trees: A Beginner’s Easy Guide
Learn the basics of decision trees in machine learning with this beginner-friendly guide. Understand concepts, applications, and benefits. . . .

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