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In this YouTube tutorial, Michelle Sharfstein discusses the importance of text classification and introduces the fastText library. She explains the applications of text classification in web search, content ranking, and other everyday scenarios. The tutorial covers how fastText builds classification models, evaluates them, and provides practical examples. Fast text is a useful tool for accurately categorizing text data for efficient information retrieval.