/RecSysBook

Book Recomender System using collaborative filtering and content-based filtering method

Primary LanguageJupyter Notebook

RecSysBook

Book Recommender System using collaborative filtering and content-based filtering method.

collaborative filtering:

  • CF_user_based
  • CF_item_based

content-based filtering:

  • TF_IDF
  • Word_embedding
  • Title weighted Description (1)
  • Sentence Bert (2)

Demo:

  • Tkinter

Reference

(1) Ahmed Elsafty, Martin Riedl, Chris Biemann, "Document-based Recommender System for Job Postings using Dense Representations", NAACL 2018, pages 216-224. \
(2) Nils Reimers and Iryna Gurevych, "Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks", 2019.