Machine Learning interview questions provide insight into a candidate's proficiency in key areas such as algorithmic design, model evaluation, and problem-solving. The responses help assess the candidate's ability to approach complex issues and apply machine learning techniques effectively, along with their overall capability as a machine learning engineer.