Cognex AI includes edge learning and deep learning tools that automate inspection applications by learning to spot patterns and anomalies from reference images. The tools solve tasks that are too complicated and time-consuming to program with rule-based algorithms, while providing a consistency and speed that aren’t possible with manual inspection. Cognex AI technology tolerates natural variation and differentiates between acceptable and unacceptable anomalies to simplify development of highly variable applications