Purkinje fibers are specialized myocardial fibers located in the inner ventricular walls of the heart that conduct electrical impulses, enabling synchronized contraction of the ventricles. They play a crucial role in the cardiac conduction system by rapidly transmitting impulses from the atrioventricular node to the ventricles, ensuring efficient heart function.