Federated Learning + DQN

Privacy-preserving distributed reinforcement learning for healthcare scheduling.

When to Use

• Multi-institution ML without sharing raw data
• Healthcare applications with privacy requirements
• Distributed optimization across organizations

Architecture Overview

┌─────────────┐     ┌─────────────┐     ┌─────────────┐
│  Hospital A │     │  Hospital B │     │  Hospital C │
│  Local DQN  │     │  Local DQN  │     │  Local DQN  │
└──────┬──────┘     └──────┬──────┘     └──────┬──────┘
       │                   │                   │
       └───────────────────┼───────────────────┘