Term Frequency-Inverse Document Frequency (TF-IDF) is a statistical measure used to evaluate the importance of a word in a document relative to a collection of documents (corpus). It helps in identifying the most relevant words by balancing their frequency in a specific document against their frequency across all documents in the corpus, thus highlighting terms that are significant to individual documents.