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Scikit-Learn for Natural Language Processing

Overview

Skills Needed

Learn to apply Scikit-Learn for natural language processing tasks. Explore text classification, sentiment analysis, and feature extraction with Scikit-Learn.

  • Basic understanding of natural language processing concepts
  • Proficiency in Scikit-Learn basics

Outline

  • Text Preprocessing with Scikit-Learn
  • Text Vectorization Techniques
  • Text Classification Algorithms
  • Sentiment Analysis with Scikit-Learn
  • Topic Modeling
  • Named Entity Recognition (NER)
  • Document Similarity Analysis
  • Text Summarization Techniques
  • Handling Imbalanced Text Datasets
  • Best Practices for NLP with Scikit-Learn

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