Apparatus for performing machine learning and deep learning algorithms and processes; apparatus for training data models using machine learning and deep learning processes; apparatus for inputting data and determining and predicting patterns in the data; data verification apparatus; apparatus for use in vision systems; apparatus for use in surface inspection; apparatus for use in nano-scale vision systems; apparatus for use in automated manufacturing, physical component defect analysis, detec...