The Role of Agentic AI in Natural Language Processing for Big Data
Introduction In the era of big data, where vast amounts of unstructured textual information are generated daily from sources like social media, emails, documents, and sensor logs, Natural Language Processing (NLP) has become indispensable for extracting meaningful insights. However, traditional NLP systems often struggle with the scale, complexity, and real-time demands of big data. Enter agentic AI—a paradigm shift in artificial intelligence that empowers systems to act autonomously, make decisions, and adapt dynamically. Agentic AI integrates with NLP to create intelligent agents capable of processing large-scale language data, reasoning over it, and executing actions without constant human intervention. This chapter explores the transformative role of agentic AI in NLP for big data, highlighting its features, applications, benefits, challenges, and future prospects. What is Agentic AI? Agentic AI refers to AI systems that can autonomously set goals, plan workflows, make ...