Exascale Deep Learning and Simulation Enabled Precision Medicine for Cancer focuses on building a scalable deep neural network code called the CANcer Distributed Learning Environment (CANDLE) that addresses the top challenges of the National Cancer Institute: understanding the molecular basis of key protein interactions; developing predictive models for drug response; and extraction of information from millions of cancer patient records to determine optimal cancer treatment strategies.