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Achieving fairness in applications powered by technology is a essential objective. As models become increasingly sophisticated, it's imperative to ensure they treat individuals equitably. This involves reducing bias existing in data and systems themselves. By adopting methods that promote fairness, we can aim to create a more just technological lan