20T2
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Week 4
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Decision trees
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Why decision trees
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decision trees for PlayTennis
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decision trees for PlayTennis
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decision trees for PlayTennis
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Decision trees
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When decision trees
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TDIDT
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TDIDT
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Entropy
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Entropy
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Entropy
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Entropy
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Entropy
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Information Gain
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Example
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Example
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Information Gain Limitations
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Gain Ratio
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Overfitting in DT
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Overfitting
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Overfitting
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Pre-Pruning
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Pre-Pruning
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Pre-Pruning
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Post-pruning
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Reduced-error Pruning
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Minimum Error
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Smallest Tree
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Tree to Rules
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Continuous Valued Attr
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Attr with Costs
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Windowing
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Inductive Bias
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Decision Tree
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Regression Tree
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Regression Tree
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Regression Tree
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Regression Tree
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Regression Tree
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Regression Tree
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Regression Tree
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Regression Tree
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Regression Tree
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Model Tree
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Model Tree
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Model Tree