In this paper, we study the asymptotic properties for the maximum likelihood estimator (MLE) of the drift estimationin a stochastic fractional heat equation driven by additive noise. Via the change of measure method and asymptotic analysis technique, we establish the exponential nonuniform Berry-Esseen bound and (self-normalized) Cram\'er-type moderate deviation for the MLE in three asymptotic regimes: large timeasymptotics, increasing number of Fourier modes, large time asymptotics and increasing number of Fourier modes.
MSC Classification: 60F10 , 60H15 , 62F12 , 62M05