What is the difference between derivative free optimization and derivative optimization in terms of advantages/disadvantages?
Actually, derivative methods such as random search shorten the time allocated for function evaluation if the problem is big. On the other hand, derivative-free methods take much time to complete function evaluation that leads to a dramatic increase in optimization time.