Bias and variance
new training sample
show 30 fits
polynomial degree d (size of 𝓕)
training points n
noise σ
true η(x) = 3(x − 0.5)²
fit fₙ on this sample
mean fit E(fₙ)
bias²
variance
test error = bias² + variance + σ²
training error