Quadratic forms are polynomial expressions where each term is of degree two, often represented in matrix notation as x^T A x for a symmetric matrix A. They are fundamental in various fields, including optimization, statistics, and geometry, as they can describe conic sections, ellipsoids, and more complex surfaces.