The role of Senior Machine Learning Engineer at SumUp focuses on developing and optimizing AI models to enhance customer support services. The key responsibilities include architecting AI solutions, collaborating with cross-functional teams, and maintaining ML infrastructure. Candidates need a Bachelor's degree in a relevant field and at least 8 years of experience in machine learning and AI deployment.