Produce out-of-sample ex post forecasts, check accuracy with forecast measures. in this tut, ARMA(2,0) has a better training set. Now let's compare test sets measures. we find out ARMA(1,1) is favored by major measures, so it has a more accurate out-of sample result. expect ARMA(1,1) is best predictor for ex ante.