Work completed by Group 6 (Robert Dickson, Ben Honore, Hai Lin and Rachael Pirie) as part of the AI4SD 2022 ML Summer School. Outlines completion of Hackathon Challenge 3 investigating ML methods to detect defects in images of graphene sheets produced by electron microscopy.