Opportunities and challenges for deep physical neural networks based on nonlinear optical pulse propagation

We have shown that nonlinear pulse propagation can be designed to directly, all-optically implement machine learning calculations. Building from proof-of-concept experiments, we analyze opportunities for ultrafast, ultra-efficient nonlinear optical neuromorphic systems and smart sensors.