Karmarkar's Algorithm revolutionized linear programming by introducing a polynomial-time method that improved the efficiency of solving large-scale optimization problems. By operating within the simplex of feasible solutions, it paved the way for new, more feasible numerical approaches compared to previous methods like the simplex algorithm.