Free neural network simulation engines, good for understanding simple cognitive-style networks, abstracting away from the actual reality with all those pesky ion channels and membrane potentials and spikes. Emergent is a workhorse, used by serious neural networks researchers but also useful for learning, in conjunction with an associated neural nets textbook, which is probably good for advanced undergraduates.