The Machine Learning Engineer role at Deliveroo focuses on enhancing algorithmic systems that improve delivery-time predictions within a complex marketplace. The engineer will design models that inform automatic rider allocations and improve prediction reliability across diverse conditions. Candidates should have a minimum of three years of relevant experience, particularly in machine learning and software engineering.