massOfai

TF-IDF

NLP & Text

Term importance in documents

What is TF-IDF?

TF-IDF = Term Frequency × Inverse Document Frequency. High for words frequent in document but rare overall.

Real-World Examples

  • Document search ranking
  • Keyword extraction
  • Text similarity

When to Use This

Classic approach for text feature extraction