The role of Member of Technical Staff in Machine Learning at Bjak focuses on developing and enhancing machine learning models to improve various functionalities such as classification and personalization. Key responsibilities include building and optimizing models, improving search relevance, and developing evaluation metrics. Candidates should possess over three years of relevant experience, strong Python skills, and a solid understanding of machine learning techniques.