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Insight_Perfume_Match

Perfume Match: a new way to find your next perfume.

Perfume Match is a Flask-based descriptive perfume recommendation web-app that I developed during Insight. This folder include all the data and codes.

Please check: www.perfumematchcc.com

Main metrics that were used:

  • Scraped, cleaned and structured perfume data including 260 products and total of 88,005 custom reviews
  • Performed NLP analysis of perfume description and reviews through doc2vec and TF-IDF word embedding;
  • applied singular value decomposition (SVD) for dimension reduction
  • Devised new similarity-based recommendation algorithm; recommended perfumes for individual users

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