Achieving fairness in systems powered by technology is a crucial endeavor. As techniques become increasingly sophisticated, it's critical to ensure they address individuals justly. This involves mitigating bias present in data and models themselves. By incorporating methods that promote fairness, we can strive to create a more inclusive technologic