Grassmannians are mathematical spaces that parameterize all linear subspaces of a given dimension within a vector space, playing a crucial role in algebraic geometry, representation theory, and optimization. These spaces are essential for understanding the geometric structure of solutions to linear systems and are widely used in areas such as coding theory and quantum computing.