Tf-Idf and Cosine similarity

A clear and illustration example of the term frequency-inverse document frequency measure to determine the importance of words within a collection of documents. Taking this one step further Jana Vembunarayanan, the blogs author, uses cosine similarity to link a search query to return the most relevant documents.