Achieving fairness in systems powered by technology is a significant objective. As techniques become increasingly complex, it's vital to ensure they handle individuals justly. This involves reducing bias existing in data and algorithms themselves. By implementing methods that promote fairness, we can strive to create a more inclusive technological