Bias vs. Variance Tradeoff, Cross-Validation, and Overfitting in Prediction (Part 1)

This video discusses the bias vs. variance tradeoff, overfitting, and basic cross validation. There are two parts. Part 1 (below) discusses the ideas. Part 2 shows an example using regression trees.

A pdf file of the slides used in this video can be obtained here.

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