The Senior Machine Learning Engineer role at Deliveroo involves leading the full machine learning lifecycle to improve customer experience within the Care team. Key responsibilities include developing and deploying machine learning models, building monitoring frameworks, and collaborating with product managers to create scalable solutions. Candidates should possess significant experience in ML engineering or data science, particularly with Python and Generative AI projects.