The field of machine learning, which historically has utilized multilayered artificial neural networks and, more recently, “Deep Learning” to characterize large datasets, will benefit from exploiting specific organizational and functional principles garnered from hippocampal circuitry. Using knowledge available in Hippocampome.org, it is now possible to construct spiking neural network (SNN) models of the rodent hippocampus.