Masked Language Models (MLMs) are AI systems trained to predict missing or masked words within a sentence by understanding the surrounding context. They analyze the relationship between words in a text to accurately fill in the blanks, enabling better comprehension of language nuances. MLMs are fundamental in NLP tasks like translation, sentiment analysis, and question-answering systems.