Git Product home page Git Product logo

movie-recommendation-model's Introduction

Movie Recommendation Model

Overview

Welcome to the Movie Recommendation Model! This project aims to provide personalized movie recommendations using advanced machine learning techniques. Whether you're a movie enthusiast looking for your next watch or a developer interested in recommendation systems, this project offers a robust solution for suggesting movies based on user preferences and movie metadata.

Features

  • Personalized Recommendations: Get movie suggestions tailored to individual user preferences.
  • Content-Based Filtering: Uses movie metadata to recommend similar movies.
  • Scalable Architecture: Efficiently handles large datasets and multiple users.

How It Works

  1. Data Collection: Gather data on user ratings and movie metadata.
  2. Data Preprocessing: Clean and preprocess the data for analysis.
  3. Model Training: Train the recommendation model using content-based filtering.
  4. Recommendation Generation: Generate personalized movie recommendations for users based on their preferences and movie attributes.

Technologies Used

  • Programming Language: Python
  • Libraries and Frameworks: Pandas, NumPy, Scikit-learn, NLTK

movie-recommendation-model's People

Contributors

natasha2342 avatar

Watchers

 avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.