Past exam of the mathematics course of the University of Cambridge / 2021 / ib / Paper 3 / 18H / i / Solution

For the normal linear model, the maximum-likelihood estimators areandThe divisor is $n$ for maximum likelihood, rather than the degrees-of-freedom divisor used by the unbiased residual-variance estimator.