TF-IDF, or Term Frequency-Inverse Document Frequency, is a numerical statistic that reflects how important a word is to a document in a collection or corpus. It is often used in information retrieval and text mining to evaluate the relevance of a word to a given document, balancing its frequency in the document with its rarity across the entire corpus.