The rise of artificial intelligence (AI) presents both tremendous opportunities and profound challenges. While AI has the potential to revolutionize various aspects of our lives, it's crucial to acknowledge and mitigate the risk of AI-based discrimination. Machine learning models are trained on vast datasets, which can inadvertently perpetuate exis