In this work, we propose a novel algorithm for finding a common fixed point of an infinite family of nonexpansive mappings. We then prove strong convergence of the proposed algorithm under some suitable conditions. Moreover we apply our algorithm to solving regression and classification problems. We also compare convergence behavior of our algorithm with the others in the literature.