Achieving fairness in systems powered by technology is a significant objective. As techniques become increasingly complex, it's critical to ensure they handle individuals equitably. This involves mitigating bias existing in data and models themselves. By incorporating methods that promote fairness, we can strive to create a more equitable technolog