Movie Recommendation System

screenshot of Movie Recommendation System
django

A Django-based movie recommender that uses a trained ML model with a Jupyter notebook for customization. Features an interactive web UI with auto-suggestions and supports both local setup and cloud deployment.

Overview

The Movie Recommendation System is an innovative application designed to enhance your movie-watching experience by providing personalized suggestions. Built with Django, this recommender system leverages a trained machine learning model, allowing users to receive accurate and tailored movie recommendations based on their preferences. With an interactive web interface, it's an excellent tool for both casual viewers and cinephiles looking to discover new films.

Whether you prefer to run it locally or on the cloud, the setup is versatile and straightforward, making it accessible for users with varying levels of technical expertise. The integration of a Jupyter notebook for customization allows users to fine-tune the model to better align with individual tastes, ensuring that the recommendations are not only relevant but also enjoyable.

Features

  • Interactive Web UI: Offers a user-friendly interface that makes navigation and interaction seamless, enhancing the overall user experience.
  • Auto-Suggestions: Provides real-time recommendations as users browse through the database, making it easy to discover new favorites.
  • Django Framework: Built on the reliable Django framework, ensuring robust performance and security throughout the application.
  • Customizable ML Model: Utilizes a machine learning model that can be trained and adjusted through a Jupyter notebook, allowing for a personalized recommendation system.
  • Local and Cloud Deployment: Flexible deployment options that cater to different user needs, whether for personal use or wider distribution.
  • Scalable Architecture: Designed to handle varying amounts of data, making it suitable for both small and large movie databases.
  • User Preference Learning: The system learns over time, improving its accuracy in suggestions based on user interactions and feedback.
django
Django

Django is a high-level Python web framework that encourages rapid development and clean, pragmatic design. It follows the model-view-controller (MVC) architectural pattern, providing an extensive set of built-in tools and conventions to streamline the creation of robust and scalable web applications.