The storage capacity of the Hopfield model and moderate deviations

This note relates the storage capacity of the Hopfield model of neural networks with possibly correlated patterns to a moderate deviation upper bound for the empirical correlation of the patterns. Examples are, among others, independent patterns with spins that are correlated as in an Ising model or as in a Curie-Weiss model.