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Improve Movie Recommender Accuracy by Modifying Genre Column and fix missing files: similarity.pkl and movies.csv on Website #243

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aanushkaguptaa opened this issue Oct 11, 2024 · 1 comment

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@aanushkaguptaa
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Describe the bug

  • Bug 1: The movie recommender system is currently producing low-accuracy results. Upon inspection, the issue appears to be with the scraped data in the genre column, which contains only a single genre for each movie.
  • Bug 2: On the project website, there are two missing files causing errors:
    image

To Reproduce

  • Bug 1: Review the data where the genre column is being created. Observe that only a single genre is included in each movie
  • Bug 2: Visit the project website. Look at the error messages related to the missing files

Desktop (please complete the following information):

  • OS: Windows
  • Browser: Brave
  • Version: 1.70.126

Additional context

  • Instead of having just one genre, the system should: Include the top 3 genres for each movie. Create a new 'tag' column by combining the movie summary and the genre(s) to improve content-based recommendations.
  • Ensure that these files are included in the repository and properly referenced in the code.
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