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Achieving fairness in applications powered by technology is a essential endeavor. As techniques become increasingly sophisticated, it's critical to ensure they treat individuals fairly. This involves eliminating bias existing in data and models themselves. By incorporating strategies that promote fairness, we can endeavor to create a more inclusive