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Frank David Lee DE

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Star-Rating-Prediction

Predicting star ratings from customer reviews.

Period
Jun – Sep 2025
Role
Final project for the Data Scientist certificate
Status
Completed
Stack
  • Python
  • scikit-learn
  • TensorFlow
  • PyTorch
  • NLP
  • Streamlit
Predicting a star rating from review text
reviews
≈ 14,000

Overview

Predicting the stars from a review's text, based on around 14,000 Trustpilot reviews from a supply-chain context. Models built with scikit-learn, TensorFlow and PyTorch were compared; a Streamlit interface shows the prediction.

Details on data preparation, model comparison and results will follow.