The burgeoning field of Machine Learning demands a proactive stance to ethics, moving beyond reactive measures to embed responsible guidelines directly into the design and implementation of algorithms. Companies are increasingly facing pressure to ensure their systems are fair, transparent, and accountable, especially as these solutions become deep