gistfile1.txt

function [net] = create_traingd(x, y, list_num_hidden_neurons, ...
    num_epochs, train_idx, validation_idx, test_idx, lr)
    %[x2, y2] = ANNdata(x, y);
    net = feedforwardnet(list_num_hidden_neurons);
    net = configure(net, x, y);
	 net.trainFcn = 'traingd';
     net.divideFcn = 'divideind';
     net.divideParam.trainInd = train_idx;
     net.divideParam.valInd   = validation_idx;
     net.divideParam.testInd  = test_idx;
     net.trainParam.lr = lr;    
     net.trainParam.epochs = num_epochs;
     net.performFcn = 'crossentropy';
     net.layers{3}.transferFcn = 'logsig';
     net = train(net, x, y);

end