Movie Recommendation System using Django

In this article, we will guide you through the process of creating a comprehensive Movie Recommendation System with the added functionality of user authentication. By incorporating a login system, users can create accounts, personalize their preferences, and access movie recommendations tailored to their tastes. This combination of user authentication and movie recommendations enhances the overall user experience, making the system more engaging and user-friendly.

Movie Recommendation System Using Django

The initial step in our project involves setting up a user authentication system. Django, a high-level Python web framework, provides built-in features for handling user authentication seamlessly. By utilizing Django's authentication views and forms, users can easily register, log in, and manage their accounts.

To install Django follow these steps.

Starting the Project Folder

To start the project use this command

django-admin startproject core
cd core

To start the app use this command

python manage.py startapp book

Now add this app to the ‘settings.py’

INSTALLED_APPS = [
 "django.contrib.admin",
 "django.contrib.auth",
 "django.contrib.contenttypes",
 "django.contrib.sessions",
 "django.contrib.messages",
 "django.contrib.staticfiles",
 "book",
]

File Structure

Note: A movie recommendation system is a great project that combines Django with machine learning. To delve further into advanced Django projects like this, the Django Course - Basics to Advance is the perfect resource.

Setting Necessary Files

models.py : In This Django code defines two models: `Emenitites` and `Movie`. The `Emenitites` model represents movie-related amenities with a single field for the amenity name. The `Movie` model represents individual movies with fields for the name, description, image URL, price, and a many-to-many relationship with amenities. This structure enables the creation of a Movie Recommendation System where movies can be associated with various amenities, offering a foundation for personalized recommendations based on user preferences and selected amenities.

Views.py : In this Django code implements a Movie Recommendation System with user authentication. The `home` view displays a list of amenities, and the `api_movies` view provides movie data with filtering options. User authentication is managed by the `login_page`, `register_page`, and `custom_logout` views. The `login_required` decorator ensures authentication for the `home` and `api_movies` views. The system utilizes Django models for movie-related entities and user authentication, enhancing its functionality.

Creating GUI

base.html : In this HTML template establishes the structure for a Movie Recommendation System webpage using Bootstrap and Font Awesome. It includes a navigation bar with links for "Home," "Login," and "Register." The main content is encapsulated in a customizable block. The page title is set to "Movie Recommendation System," contributing to a visually appealing layout.

login.html : In this file the below code maintains the structure of a login page that extends the base template. It includes form elements for username and password, along with Bootstrap styling. The unnecessary spaces and redundant styles are removed for conciseness.

register.html : The below HTML code extends a base template to create a registration page. It features a form for username and password, displays success messages, and includes a link to the login page. The styling uses Bootstrap classes and custom CSS for a visually appealing layout, including a shadowed card and themed buttons.

home.html : This HTML code creates a Movie Recommendation System web page using Django. It uses Materialize CSS and jQuery for styling and functionality. Users can select movie preferences (amenities and price) to dynamically fetch and display movie recommendations from the Django API. The layout is clean, featuring a GeeksforGeeks header and a logout option.

admin.py:Here we are registering our models.

Deployement of the Project

Run these commands to apply the migrations:

python3 manage.py makemigrations
python3 manage.py migrate

Run the server with the help of following command:

python3 manage.py runserver

Output:

Video demonstration