FREELessons: 20Length: 2.8 hours

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4.1 Theory

In this lesson we'll cover several theoretical issues that affect the generalization of a learner: the Curse of Dimensionality, the VC-Dimension, and the Bias-Variance tradeoff. We also consider two approaches to avoid overfitting: Regularization and Validation.