In this paper, we obtain Bayesian and non-Bayesian estimators for the scale parameter, reliability and failure rate functions of the Rayleigh distribution in the cases of progressively type II censored samples. The Bayes estimators are obtained using symmetric and asymmetric loss functions. Comparisons are made between these estimators using Monte Carlo simulation study..