**Language Models** are machine learning models trained to predict the probability distribution of words in a sentence or sequence of words. They analyze large datasets of text to learn patterns and relationships between words, enabling them to generate coherent and contextually relevant text, perform tasks like machine translation, sentiment analysis, and conversational AI, and understand human language.