Optimal control of switched systems deals with the design of an optimal switching signal and control input for switched systems. In this paper, an optimal switching feedback law with a finite number of switching is proposed for an asymptotically stabilizable discrete-time switched linear system with at least one controllable subsystem. The algorithm uses dynamic programming based approach for minimizing the quadratic cost.