This presentation by Salman Toor, Uppsala University and Tomas Klingström, SLU delves into the intersection of dairy farming and machine learning, with a focus on Automated Milking Systems (AMS). AMS represents a substantial advancement in dairy technology, harnessing robotics and smart gate technologies to streamline milking processes. However, effectively managing cow traffic and behavior remains a critical challenge.