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Recognition of these biases and proactive techniques to mitigate them are necessary to ensure AI methods are fair, equitable, and actually human-centered.The incorporation of such components into AI style and improvement makes certain technological know-how serves human requirements proficiently and ethically.The design has to be obtainable and inc