Deep learning has dramatically improved the performance of computer vision and image analysis algorithms. Initial applications in MRI have focused on post-processing and, more recently, image reconstruction. We will explore how deep learning applied to automation in data acquisition and scan control can have a meaningful impact on image quality, consistency, ease of use, and translate to a significant reduction in total examination time.