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Bias and Fairness: AI algorithms can perpetuate and amplify biases existing from the data used to practice them, leading to conclusions and outputs that discriminate against selected individuals or teams. Addressing algorithmic bias and ensuring the fairness of AI systems is actually a critical ethical challenge.Given that the second half in the 20