Achieving fairness in applications powered by technology is a essential goal. As techniques become increasingly sophisticated, it's critical to ensure they treat individuals justly. This involves eliminating bias inherent in data and models themselves. By adopting methods that promote fairness, we can aim to create a more inclusive technological la