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Consciousness of those biases and proactive measures to mitigate them are vital to make certain AI programs are truthful, equitable, and certainly human-centered.Fairness in AI emphasizes the equitable treatment method of individuals, regardless of their demographic features. Ethical AI frameworks prioritize the identification and mitigation of bia