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Sentiment Analysis Tool

PythonNLTKScikit-learn

Project Overview

NLP-based sentiment analysis tool for social media data. Uses advanced ML techniques for accurate sentiment prediction.

Key Features

  • Text preprocessing pipeline
  • Multiple ML model implementations
  • Real-time sentiment analysis
  • Visualization of results

Technical Challenges

Handling various text formats and languages while maintaining accuracy was a major challenge that required sophisticated preprocessing techniques.

Key Learnings

Enhanced knowledge of NLP techniques, text preprocessing, and machine learning model selection for text analysis tasks.