%Just relying on default values: x = annInput'; t = annTarget'; net = fitnet; [net tr y e ] = train(net,x,t); MSE = mse(e) % Can obtain trn, val and tst subset indices from tr % to obtain subsets of y and e and corresponding MSEtrn % MSEval, MSEtst % % For arbitrary X Y = net(X); HOWEVER ... DEFAULTS H=10 AND rng = RNG('DEFAULT') ARE OFTEN INNAPPROPRIATE!!! In general, use a search for the smallest successful H (for stability) and corresponding set of random initial weights. I use a double for loop approach over the outer loop H = Hmin:dH:Hmax and inner loop i = 1:Ntrials over random number states to find initial weights that will yield a sufficiently small value of MSE.
Zillions of examples have been posted on both NEWSGROUP and ANSWERS. Good search words are
Greg Hmin Hmax
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