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Michelle Sharfstein discusses the importance of text classification and introduces FastText, a text classification library. She covers the applications of text classification, the building and evaluation process of classification models using FastText, and provides examples to illustrate its practical use. Text classification is crucial for web applications, search engines, and content ranking to ensure accurate categorization and retrieval of relevant content.