1. A physical neural network system, comprising: a physical neural network configured utilizing molecular technology, wherein said physical neural network comprises a plurality of molecular conductors, which form neural network connections thereof; and a training mechanism for training said physical neural network to accomplish a particular neural network task based on a neural network training rule.