As machine learning becomes increasingly interwoven into the fabric of our daily lives , the critical need for machine learning ethics becomes more apparent . We must examine the nuanced questions surrounding unfair automation, promoting that these powerful tools are implemented responsibly. It requires a deliberate approach to deployment, fosterin