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Movie Recommendation System created using Collaborative Filtering (Website) and Content based Filtering (Jupyter Notebook)

JavaScript 1.35% CSS 0.58% Jupyter Notebook 94.05% HTML 3.01% Python 1.00% Procfile 0.01%
movie-recommendation-system collaborative-filtering content-based-recommendation heroku-deployment matrix-factorization neural-network knn singular-value-decomposition movielens-dataset

movie-recommendation-website's Introduction

Movie Recommendation System (Website)

Movie Recommendation System created using Collaborative Filtering (Website) and Content based Filtering (Jupyter Notebook).

Objectives

  1. To create a movie recommendation system using Collaborative Filtering and machine learning algorithms such as K Nearest Neighbours.
  2. The system should recommend movies based on the movie title entered by the user.
  3. The system should also be able to recommend movies on the basis of 'genre only' and 'genre and year' entered.
  4. The system should apply sentiment analysis to categorize user comments on a particular movie.
  5. Additional Content Based Filtering is performed (can be seen here) using Neural Network to perform Matrix Factorization.

Dataset can be accessed from here.

For redcuing the deployment time, data exploration followed by feature selection is done on the complete dataset.

Installation

  1. In the shell/cmd, cd to the directory where requirements.txt is located.
  2. activate your virtualenv. (if any)
  3. run: pip install -r requirements.txt

Flow Diagram

Deployment

References

NOTE* - This project is implemented with additional features and changes done to the reference link mentioned above.

movie-recommendation-website's People

Contributors

ar-tech937 avatar dependabot[bot] avatar nikita9604 avatar

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movie-recommendation-website's Issues

Home page not recommending any movies

This is an amazing movie recommendation project. On my end as I try to get movie recommendations from the home page after inputting a movie it just loads and nothing is displayed. What could be the issue

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