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This research effort applies Deep Learning to contingency management. Many historic aircraft accidents would have been avoidable if the pilot had better diagnosis of the aircraft fault state and knowledge of the best corrective actions. This research effort is working toward developing the capability to diagnose the fault state and provide the best corrective action. In addition, as autonomous systems become more widely used. a system such as this will be needed to provide direction tp the autonomous system as it encounters new and unexpected circumstances.