As machine learning becomes ever more interwoven into the fabric of our daily lives , the vital need for AI ethics becomes clear. We must confront the intricate questions surrounding unfair automation, ensuring that these advanced systems are created responsibly. This involves a deliberate approach to design , nurturing transparency and alleviating