Achieving fairness in systems powered by technology is a essential objective. As techniques become increasingly advanced, it's imperative to ensure they treat individuals fairly. This involves reducing bias existing in data and models themselves. By implementing methods that promote fairness, we can aim to create a more equitable technological land