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Achieving fairness in applications powered by technology is a essential goal. As algorithms become increasingly sophisticated, it's imperative to ensure they address individuals fairly. This involves eliminating bias inherent in data and models themselves. By adopting techniques that promote fairness, we can strive to create a more inclusive techno