... to identify defects and pinpoint corresponding process issues. Design/methodology/approach This paper focuses on the application of supervised learning algorithms in the field of wafer defect detection. The advantages and limitations of algorithms such as RF, CNN classifiers, KNN, SVM, U-NET and YOLO...