In theory, yes. "Hogwild!" is an approach to distributed training, in essence, each worker is given a bunch of data, they compute the gradient and send that to a central authority. The authority accumulates the gradients and periodically pushes new weights.

There is also Federated Learning which seemed to start taking off, but then interest rapidly declined.