Elliptical Gradient refers to the gradient of a function in a coordinate system where the level curves form ellipses, often used in optimization problems to describe anisotropic scaling of variables. This approach can help in efficiently navigating the search space by aligning the gradient descent steps with the principal axes of the ellipses, improving convergence rates in optimization algorithms.