Meanwhile, local minima are characterized by the condition that the gradient with respect to the parameters r âœ“ L(âœ“) is zero.
one way to avoid finding local minima that aren't global is to ensure that the parameter gradient is zero if and only if the output space gradient (for each case) is zero.