Discourse Analysis in Natural Language Processing involves examining language patterns, structures, and context across larger text or conversation segments. It aims to understand how language constructs meaning, social dynamics, and context beyond individual sentences, enabling models to interpret nuanced communication, infer intentions, and analyze discourse flows in texts like conversations, articles, or social media.