As machine learning becomes progressively interwoven into the essence of our existence, the critical need for AI ethics becomes clear. We must confront the intricate questions surrounding unfair automation, promoting that these advanced systems are implemented responsibly. This involves a deliberate approach to design , encouraging accountability a