Use this architecture for camera-based, end-of-line quality inspection; defect-detection using image classification and semanticsegmentation at edge with x86 central processing unit (CPU) or NVIDIA graphics processing unit (GPU); alert notifications; near real-time actuation; and root cause analysis using process data and inferred vision results.