We present DiNNO, a distributed algorithm that enables group of robots to collaboratively optimize deep neural network model while communicating over mesh network. Each robot only has access its own data and maintains version the network, but eventually learns is as good if it had been trained on all centrally. No sends raw wireless preserving privacy ensuring efficient use bandwidth. At each i...