We will now consider the very important task of model parameter estimation using statistical inference. (CF 1: maybe stress that model parameters are not random variables, and the meaning of parameter estimation is therefore very different between frequentist and bayesian approaches.)

Throughout this section we will consider a specific example that involves a model with a single parameter: "Measured flux from a star".