As machine learning becomes progressively interwoven into the fabric of our existence, the vital need for ethical AI becomes more apparent . We must examine the complex questions surrounding unfair automation, promoting that these advanced systems are created responsibly. It requires a deliberate approach to deployment, fostering openness and reduc