What is the role of machine learning in NLP?

Machine learning automates pattern recognition in language data, enabling NLP models to learn semantic relationships, syntactic structures, and contextual nuances. ML powers key tasks like sentiment analysis, translation, and entity recognition. Advanced models like Transformers leverage deep learning to achieve state-of-the-art performance in language understanding.