Deep physical neural networks based on ultrafast nonlinear optics

We experimentally demonstrate multilayer neural networks using ultrafast nonlinear optics, to perform audio and image classification. The proposed framework for constructing and training neural networks is general and applicable to other complex non-linear systems.