1. An imaging system configuration apparatus comprising: a training learning device including a first processor to implement a first deep learning network to learn a first set of imaging system configuration parameters based on a first set of inputs from a plurality of prior image acquisitions to configure at least one imaging system for image acquisition, the training learning device to receive and process feedback including operational data from the plurality of image acquisitions by the at least one imaging system; and a deployed learning device including a second processor to implement a second deep learning network, the second deep learning network generated from the first deep learning network of the training learning device, the deployed learning device configured to provide a second imaging system configuration parameter to the imaging system in response to receiving a second input for image acquisition.