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Fairness in AI emphasizes the equitable procedure of people, no matter their demographic attributes. Ethical AI frameworks prioritize the identification and mitigation of biases and make certain that AI programs usually do not perpetuate or exacerbate existing societal inequalities.The focus for the development of AI solutions is essentially based