A geometer's view of the the Cram\'er-Rao bound on estimator variance

The classical Cram'er-Rao inequality gives a lower bound for the variance of a unbiased estimator of an unknown parameter, in some statistical model of a random process. In this note we rewrite the statment and proof of the bound using contemporary geometric language.