You can actually do it in either direction, going from the link function and reasoning back to the distribution it implies, or starting at the distribution and

You can actually do it in either direction, going from the link function and reasoning back to the distribution it implies, or starting at the distribution and seeing what maximizes the likelihood. The "logistic regression" has been invented / reinvented independently with different derivations 10 times or so.