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Text Mining and Analysis with NLTK

Overview

Skills Needed

Learn to mine insights from text data with NLTK. Explore text preprocessing techniques, feature extraction methods, and text analysis algorithms with NLTK.

  • Basic knowledge of natural language processing concepts
  • Familiarity with Python libraries

Outline

  • Introduction to Text Mining
  • Text Preprocessing with NLTK
  • Feature Extraction Methods
  • Document Representation
  • Text Similarity Measures
  • Topic Extraction
  • Sentiment Analysis with NLTK
  • Named Entity Recognition for Text Mining
  • Text Clustering Techniques
  • Case Studies in Text Mining with NLTK
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