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This tutorial by Michelle Sharfstein discusses the importance of text classification and introduces FastText, a library for text classification. The video covers various applications of text classification, such as web application search and content ranking. It explains how FastText builds classification models, evaluates them, and provides examples to demonstrate its usage in practice. FastText is essential for categorizing text accurately and ensuring users can quickly find relevant content.