sosamandara / Cloud-Powered-Playlist-Federated-Learning-with-Docker

Federated learning for era-based song classification. Uses Docker for secure weight distribution, ensuring data privacy. Deployed on AWS for scalability and efficiency.
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Cloud-Powered-Playlist-Federated-Learning-with-Docker

This repository presents an innovative solution for era-based song classification, employing federated learning within a master-slave architecture to address challenges related to data privacy and security. The key focus is on leveraging Docker for efficient weight distribution and isolation and AWS for scalable deployment. This repository introduces a comprehensive federated learning framework designed with a focus on flexibility, scalability, and security. Our primary goal was to establish a versatile solution using Docker and AWS within a master-slave architecture, providing an easily replaceable infrastructure for datasets and models.

Federated Learning Architecture:

Used technologies

AWS Docker Flask Linux Pandas Python scikit-learn Spotify