As machine learning becomes increasingly interwoven into the essence of our existence, the essential need for AI ethics becomes undeniable . We must examine the complex questions surrounding unfair automation, promoting that these advanced systems are created responsibly. It requires a thoughtful approach to construction , fostering transparency an