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Awareness of these biases and proactive measures to mitigate them are essential to make certain AI methods are truthful, equitable, and certainly human-centered.Fairness in AI emphasizes the equitable therapy of individuals, regardless of their demographic properties. Moral AI frameworks prioritize the identification and mitigation of biases and be