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Biases in teaching data or algorithmic selection-making can result in unequal treatment and reinforce societal prejudices. Ethical AI needs constant efforts to handle and rectify biases, advertising and marketing inclusivity and fairness in diverse contexts.Various AI-driven venture administration tools have emerged that integrate machine Finding o