Deduction of the formula Bias, Variance and Square Error

Deduction of the formula Bias, Variance and Square Error

di JUAN BAEZA RUIZ-HENESTROSA -
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Here I upload the prove of the formula found in the slice 9/26 of the lecture 13, that relates the Square Error of the regressor with its Bias and Variance.