One can do without calculus in this case. Using the fact that a squared expression is positive one can show that the arithmetic mean is indeed the maximum likel

One can do without calculus in this case. Using the fact that a squared expression is positive one can show that the arithmetic mean is indeed the maximum likelihood estimator. For the general case one cant avoid calculus.