nonconvexcardnonconvexcard

Bias–variance decomposition

Squared bias, variance and total risk of polynomial regression as model capacity grows.

Learning Theorybias-varianceriskregressionmodel selection

The mathematics behind this

Bias–Variance, Interpolation and Double Descent
The exact decomposition, the classical U-curve, the second descent past the interpolation threshold, and what is proved about each.