The role of Senior Machine Learning Engineer at SumUp focuses on developing and optimizing AI models that enhance customer support services. Key responsibilities include architecting and deploying AI solutions, collaborating with cross-functional teams, and optimizing machine learning models. Candidates should possess a bachelor's degree in a relevant field and have over 8 years of experience in machine learning, particularly with scalable solutions.