abhaysingh71/spotify-recommender-system repository overview

⁠Spotify Hybrid Recommender System — Docker Image

Repository: abhaysingh71/spotify-recommender-system

This repository hosts the production-ready Docker image for the Spotify Hybrid Recommender System, an enterprise-grade machine learning application that combines collaborative filtering and content-based filtering into a scalable hybrid recommendation engine.

⁠🧠 About the Application

The containerized application includes:

• 🎯 Hybrid Recommendation Engine
• 📊 Content-Based Filtering (TF-IDF + Encoders + Scalers)
• 👥 Collaborative Filtering (Sparse Interaction Matrix)
• 🔀 Weighted Hybrid Scoring
• 🌐 Streamlit Web Interface
• 🐳 Production-Ready Docker Runtime

Built using a complete MLOps pipeline:

• Docker containerization
• Amazon ECR for production registry
• GitHub Actions CI/CD
• AWS CodeDeploy (Blue-Green Deployment)
• EC2 Auto Scaling Group
• Application Load Balancer

⁠🐳 Run the Container Locally

docker pull abhaysingh71/spotify-recommender-system:v0.1.0
docker run -p 8000:8000 abhaysingh71/spotify-recommender-system:v0.1.0

Access the app at:

http://localhost:8000⁠

Production Deployment Flow

GitHub → CI Pipeline → Docker Build → Amazon ECR → AWS CodeDeploy 
→ EC2 Auto Scaling Group → Application Load Balancer