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Releases: WINEEL/SmartRecs

Initial Stable Release - SmartRecs

30 Jul 04:50
@WINEEL WINEEL

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SmartRecs v1.0.0

This is the first official release of SmartRecs — a hybrid movie recommendation system built using public IMDb data and machine learning techniques.

Key Features

  • TF-IDF + Cosine Similarity for genre-based content filtering
  • SVD (Singular Value Decomposition) using the Surprise library for collaborative filtering
  • Hybrid scoring that blends both methods (60% SVD, 40% genre similarity)
  • Fuzzy title matching with typo-tolerant input
  • Genre-safe filtering (excludes horror unless explicitly requested)
  • Built and tested using Kaggle Notebooks (for large RAM support)

Notes

  • Large IMDb dataset files are not included in the repo (see README.md for download links)
  • Only .pdf versions of the project documents are retained for clarity

Thanks for checking out the project. Feel free to explore, clone, and build upon it.

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