Machine learning fraud detection offers advantages over traditional, rules-based fraud solutions as well. Legacy systems depend on absolute âyes/noâ answers. This means someone must constantly monitor, review, and update the technology manually. A fraud detection machine learning model, however, is designed to adapt to new information on its own.