Elliptical contours refer to the level curves of a quadratic form, often seen in multivariate statistics and optimization, where they represent the set of points that maintain a constant value of a quadratic function. These contours are essential in visualizing the shape and orientation of data distributions or cost functions, providing insights into covariance structures and optimization landscapes.