Ayo Oyewo

Recommendation API – Movie Recommendation System

Star Personalized movie recommendations powered by machine learning Star

Movie Recommendation API

A full-stack movie recommendation system using FastAPI, Streamlit, and Scikit-learn. It leverages collaborative filtering and real-time model retraining to deliver accurate, personalized movie suggestions via an interactive web interface.

Key Features

  • Intelligent Recommendations: Cosine similarity-based collaborative filtering.

  • Auto-Retraining: Continuous model updates as new data is added.

  • User Interaction: Rating system for improving accuracy over time.

  • Full CRUD Support: Manage movies, ratings, and recommendations seamlessly.

  • Tech Stack: FastAPI backend, Streamlit frontend, and SQLAlchemy ORM.

Movie Recommendation API

Category

AI-Powered System

Transformative Outcome

This AI-powered recommendation engine personalizes entertainment through machine learning and real-time feedback; offering smarter, more engaging user experiences across media platforms.

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