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Initiatives ought to defend consumer information, prevent encoding biases, and become transparent regarding their methodologies. In addition, AI units needs to be developed with safeguards and oversight to prevent unintended repercussions or harm.Sentiment analysis and belief mining, also called viewpoint mining, is an interesting subject in artifi