Cyber-physical Systems (CPS) integrate computing, network communication, and control to facilitate smart-world systems. Nonetheless, the interconnection of sensing and actuating devices in the Internet of Things (IoT) creates new uncertainties and countermeasures must be developed. Deep Learning is an emerging tool with the power to conduct data analysis to address uncertainties.