Achieving fairness in systems powered by technology is a essential objective. As models become increasingly complex, it's vital to ensure they treat individuals equitably. This involves mitigating bias existing in data and models themselves. By adopting strategies that promote fairness, we can endeavor to create a more just technological landscape