Achieving fairness in systems powered by technology is a significant endeavor. As algorithms become increasingly advanced, it's vital to ensure they treat individuals fairly. This involves reducing bias existing in data and systems themselves. By adopting methods that promote fairness, we can aim to create a more just technological landscape benefi