In this paper, we introduce a new smooth estimator for continuous distribution functions on the positive real half-line using Szasz-Mirakyan operators, similar to Bernstein's approximation theorem. We show that proposed outperforms empirical function in terms of asymptotic (integrated) mean-squared error, and generally compares favourably with other competitors theoretical comparisons. Also, co...