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License: MIT License

Python 78.91% CSS 2.41% HTML 18.69%
cosine-similarity nmf-matrix-factorization recommender-system unsupervised-learning dataset pandas-python

movie_recommender's Introduction

Movie-recommender

This application recommends movies to you based on the scores you give to the first top 17 movies! You can run it on https://sarah-movierecommender.onrender.com

if in any case this deployed version won't work, you can run it localy using:

python application.py

What this application does

We create a flask application that ask the user to enter her/his scores for the 20 most famous movies (can also scoring to the unseen movies). It also needs some information from user. 1- The number of movies user wants as recommendation.
2- The method to find the movies which so far random, NMF, and cosine similarity are implemented. This application use MovieLens dataset: https://grouplens.org/datasets/movielens/ in which over, 610 users gave score to 193609 movies and from this dataset we find

  • the most relevant features and Q and P matrix for NMF method
  • most similar neighbors to targer user

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