Addressing the ethical implications of data science during a machine learning interview is important, as it demonstrates your awareness of the responsibilities that come with handling data and developing algorithms. Talk about the challenges of bias in data sets and algorithms, and share examples of how you've worked to create unbiased models or the steps you would take to ensure fairness in your models.