In the field of Natural Language Processing (NLP), extracting meaningful insights from text data is an important task. Term Frequency-Inverse Document Frequency (TF-IDF) is a tool that facilitates this process by assigning weights to words based on their importance in a document relative to a corpus.
In this blog post, we will delve into TF-IDF concept and its application in Python. The tutorial covers:
- The concept of TF-IDF
- TF-IDF representation in Python
- Conclusion
Let's get started.