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 deployment of algorithms. Companies are increasingly facing pressure to ensure their platforms are fair, transparent, and accountable, especially as these tools become deeply int