Smart manufacturing is a primary goal for most factory-based businesses, and implementing state-of-the-art digital technologies, such as Artificial intelligence, is a defining characteristic of this trend. Current Automation technologies in shop floor equipment alone cannot achieve this lofty goal. The challenge now is to predict scenarios and machine conditions at each step of the production line to increase efficiency, reduce the loss of energy and resources, and optimize current conditions without uprooting existing infrastructure or equipment.