A machine learning approach refers to the use of algorithms and statistical models that enable computers to perform specific tasks without explicit instructions, relying instead on patterns and inference from data. In the context of analyzing sentiments and opinions, these approaches help automate the extraction of subjective information, identifying whether a piece of text expresses positive, negative, or neutral sentiments based on learned patterns from large datasets.
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