Two paths of inquiry are now converging: 1) the understanding of how parallel computation in neural networks implements pattern recognition tasks, and 2) the exploration of the broad spectrum of multiwave interactions in nonlinear crystals. Here, we will explore down the first path to the junction, just far enough to see why the computer which finally implements pattern recognition tasks in real time will be optical.