Student performance in Machine Learning and Artificial Intelligence certification courses is typically assessed and graded through a combination of project work, assignments, exams, and participation in labs. This holistic approach ensures a comprehensive evaluation of both theoretical understanding and practical skills during the Machine Learning and Artificial Intelligence training.