TF-IDF is an abbreviation for Term Frequency-Inverse Document Frequency and is a very common algorithm to transform text into a meaningful representation of numbers. The technique is widely used to extract features across various NLP applications. This article would help you understand the importance of TF-IDF, and how to compute and apply the algorithm in your applications.