As machine learning becomes progressively interwoven into the essence of our existence, the vital need for AI ethics becomes undeniable . We must confront the complex questions surrounding prejudiced code , promoting that these sophisticated technologies are implemented responsibly. It requires a proactive approach to design , encouraging openness