The role of Working Student in Machine Learning at Pacemaker focuses on supporting AI system development aimed at sustainability. Responsibilities include developing Python code for data pipelines, analyzing data with SQL, and assisting in data modeling and automation tasks. Required skills include proficiency in Python, SQL, and foundational machine learning knowledge, along with a strong interest in sustainability.