Ships use automatic identification systems (AIS), tracking beacons that enable them to be located on global shipping maps. Researchers applied a machine learning algorithm to a dataset of fishing vessel activity compiled by the non-profit Global Fishing Watch, which included more than 3.7bn AIS messages from fishing vessels between 2017 and 2019.