The gradient thus plays a fundamental role in optimization theory, machine learning, and artificial intelligence, where it is used to minimize a function by gradient descent. In coordinate-free terms, the gradient of a function may be defined by:

where is the total infinitesimal change in for an infinitesimal displacement , and is seen to be maximal when