In this paper we derive the asymptotic properties of the generalized least squares estimator (GLSE) of autoregressive models endowed with fractional Gaussian noise (the so-called fractional autoregressive models). We establish the consistency and the asymptotic normality of the GLSE. Some simulation studies are presented to corroborate our theoretical work.