As artificial intelligence becomes ever more interwoven into the fabric of our existence, the essential need for machine learning ethics becomes clear. We must confront the intricate questions surrounding unfair automation, promoting that these sophisticated technologies are implemented responsibly. It requires a thoughtful approach to design , fos