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product-categorization

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Proper categorization of e-commerce products enhances the user experience and achieves better results with external search engines. The objective of the project is to classify a product into four given categories, based on its description available on an e-commerce platform.

  • Updated Mar 13, 2024
  • Jupyter Notebook

Ranking marketplace offers by how likely their category is wrong, so reviewers check the most suspicious first. TF-IDF + logistic regression, grouped out-of-fold. Precision@50: 96% on simulated label swaps (random: 9.1%), 16% on original labels after manual review.

  • Updated Oct 17, 2026
  • Jupyter Notebook

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