/data-mining

Recommender Systems for Books and Movies

Primary LanguageJupyter Notebook

Data Mining

Part 1: Rule Generation and Classification

  • Implementation of CBA with Apriori
  • Data Classification with PyCaret
  • Implementation of CMAR-Variant

Part 2: Recommender Systems for Movies & Books

  • Collaborative Filtering with SVD, NMF, SlopeOne
  • Content-Based Filtering with Cosine Similarity

Screenshot 2022-03-20 at 2 55 51 PM

Predicted Ratings of "Harry Potter and the Philosopher's Stone"