NLP: TF, IDF, and Count Vectorizer (CV)
Problem with Bag of Words: A problem with the Bag of Words approach is that highly frequent words start to dominate in the document (e.g. larger score), but may not contain as much “informational content”. Also, it will give more weight to longer documents than shorter documents.
TFIDF or Term Frequency-Inverse Document Frequency indicates the importance