Determinants are scalar values derived from square matrices that provide important insights into the properties of the matrix, such as invertibility and the volume distortion factor in linear transformations. They are calculated through a specific arithmetic formula and are essential in solving systems of linear equations, finding eigenvalues, and performing matrix decompositions.