Is it OK to increase validation checks and decrease min gradient while training neural network?

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Is it OK to increase validation checks and decrease min gradient while training neural network?

My input vector is a 130*85 matrix and my target vector is 130*26 matrix. I am using the below parameters for training the network with 60 hidden nodes. net.trainParam.max_fail = 50; net.trainParam.min_grad=1e-10; net.trainParam.show=10; net.trainParam.lr=0.01; net.trainParam.epochs=1000; net.trainParam.goal=0.001;` As you can see I have set the max_fail to 50 and min_grade to 1e-10. While the default values will be 6 and 1e-5 respectively. But with the default values, the training stops early...

Answer:

From MATLAB docs: The magnitude of the gradient and the number of validation checks are used to terminate...

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