ML project · 2025
Sentiment Analysis Tool.
NLP-based sentiment analysis tool for social media data. Uses advanced ML techniques for accurate sentiment prediction.
Stack
PythonNLTKScikit-learn
Sentiment
Overview
NLP-based sentiment analysis tool for social media data. Uses advanced ML techniques for accurate sentiment prediction.
What's inside
- Text preprocessing pipeline
- Multiple ML model implementations
- Real-time sentiment analysis
- Visualization of results
Challenges
Handling various text formats and languages while maintaining accuracy was a major challenge that required sophisticated preprocessing techniques.
What I took away
Enhanced knowledge of NLP techniques, text preprocessing, and machine learning model selection for text analysis tasks.