Restricted Boltzmann machines (RBMs) are a class of neural networks that have been successfully employed as variational ansatz for quantum many-body wave functions. Here, we develop an analytic method to study spin states encoded by random RBMs with independent and identically distributed complex Gaussian weights. By mapping the computation ensemble-averaged quantities statistical mechanics mod...