• feature_extraction.text.CountVectorizer
• feature_extraction.text.HasingVectorizer
• feature_extraction.text.TfidfTransformer
• feature_extraction.text.TfidfVectorizer

Bag of Words

scikit-learn 提供的工具

• tokenizing
• counting
• normalizing

Sparsity

Common Vectorizer usage

TF-IDF term weighting

Decoding text files