Advanced Sentiment Analysis Tool
CompletedEmotion classifier achieving 88% accuracy across 27 emotion classes on the GoEmotions dataset (58,000+ Reddit samples). Built separate transformer and LSTM models — fine-tuned DistilBERT for state-of-the-art results and implemented an LSTM baseline for comparative analysis. Includes full data preprocessing pipeline, model evaluation, and confusion matrix visualization. Explored transfer learning and ensemble methods for further accuracy improvements.
Emotion classifier achieving 88% accuracy across 27 emotion classes on the GoEmotions dataset (58,000+ Reddit samples). Built separate transformer and LSTM models — fine-tuned DistilBERT for state-of-the-art results and implemented an LSTM baseline for comparative analysis. Includes full data preprocessing pipeline, model evaluation, and confusion matrix visualization. Explored transfer learning and ensemble methods for further accuracy improvements.