Term Frequency - Inverse Document Frequency

Term Frequency-Inverse Document Frequency (TF-IDF) is a commonly-used NLP preprocessing technique. The idea is to collapse each document in a corpus (dataset) into a vector using 1-2 steps.

1. Term Frequencies: Count the number of times each word in the vocabulary appears in the
2. Inverse Document Frequency: