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Lecture
Decision Trees: Induction and Pruning
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Decision and regression trees
Explores decision and regression trees, impurity measures, learning algorithms, and implementations, including conditional inference trees and tree pruning.
Model Assessment: Metrics and Selection
Explores model assessment metrics, selection techniques, bias-variance tradeoff, and handling skewed data distributions in machine learning.