Cognex Deep Learning can rapidly and easily tackle connector placement location detection challenges thanks to the Assembly Validation Tool. Through training with a set of properly functioning connection and contact images, it becomes proficient in understanding all correct installation changes—even when faced with glare and complex backgrounds post-training. Consequently, the validation tool accepts all suitable components across the entire line, while simultaneously eliminating ones falling outside parameter limits.