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Table Of Contents
Mastering NLP From Foundations to Agents - Second Edition
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In this chapter, we’ll delve into the fascinating world of text classification, a foundational task in natural language processing (NLP) and machine learning (ML) that deals with assigning labels to text documents as per their predefined classes. As organizations accumulate vast amounts of unstructured text, they face challenges in extracting actionable insights, filtering irrelevant or harmful content, and managing information at scale. Manual review processes are slow, inconsistent, and costly, and traditional rule-based systems cannot keep pace with the diversity and volume of modern data streams. Text classification emerged as the practical remedy to these limitations because it provides a systematic way to assign meaning and priority to raw text. As a result, accurate and efficient classification now underpins applications such as sentiment analysis, spam detection, and document organization across domains ranging from...
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