• Decision Tree Learning
• Decision Tree for PlayTennis
• A Tree to Predict C-Section Risk
• Decision Trees
• When to Consider Decision Trees
• Top-Down Induction of Decision Trees
• Entropy
• Entropy
• Information Gain
• Training Examples
• Selecting the Next Attribute
• Hypothesis Space Search by ID3
• Inductive Bias in ID3
• Occam's Razor
• Overfitting in Decision Trees
• Overfitting
• Overfitting in Decision Tree Learning
• Avoiding Overfitting
• Reduced-Error Pruning
• Effect of Reduced-Error Pruning
• Rule Post-Pruning
• Converting A Tree to Rules
• Continuous Valued Attributes
• Geometric Interpretation of Decision Tree
• Attributes with Many Values
• Attributes with Costs
• Unknown Attribute Values
• In the Spotlight
• Decision Tree Learning Systems