Achieving fairness in systems powered by technology is a crucial objective. As algorithms become increasingly advanced, it's vital to ensure they handle individuals justly. This involves reducing bias existing in data and models themselves. By adopting methods that promote fairness, we can aim to create a more inclusive technological landscape adva