Representation Theory of Finite Groups studies how groups can be represented through matrices and linear transformations, providing a bridge between abstract algebraic structures and linear algebra. It is critical for understanding symmetry in mathematical systems and has applications in physics, chemistry, and computer science, particularly in quantum mechanics and crystallography.