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differentiating between the two. Thus, it should have a lower weight in the overall vector of the sentence. This is where the TF-IDF Vectorizer comes into the picture. TF-IDF is a product of two parts: TF (Term Frequency) — It is defined as the number of times a word appears in the given sentence.