Achieving fairness in systems powered by technology is a crucial endeavor. As algorithms become increasingly advanced, it's critical to ensure they address individuals justly. This involves eliminating bias present in data and models themselves. By adopting methods that promote fairness, we can endeavor to create a more equitable technological land