A quadratic form is a homogeneous polynomial of degree two in a number of variables, often represented in matrix notation as x^T A x, where x is a vector and A is a symmetric matrix. It plays a crucial role in various fields such as optimization, geometry, and statistics, helping to analyze properties like convexity, definiteness, and eigenvalues.