Parinaz explores the complex landscape of fairness in machine learning, highlighting the distinction between group and individual fairness. Despite the lack of universally accepted definitions and metrics, she expresses optimism about the ongoing research and interdisciplinary collaboration with legal and sociology experts, which is paving the way for deeper understanding and solutions.