Using reservoir computing and backpropagation, researchers were able to push an analog computer past its own boundaries. By combining established technologies with new innovations, we can speed up ...

Here, we propose a hardware implementation of the backpropagation algorithm that progressively updates each layer using in situ stochastic gradient descent, avoiding this storage requirement.