Past exam of the mathematics course of the University of Cambridge / 2022 / ib / Paper 3 / 18H / a / Solution

The log likelihood, up to constants, isDifferentiation gives the generalized least squares estimatorand maximizing over the scale givesThe divisor $n$ is appropriate for maximum likelihood rather than unbiased estimation.