Data Scientist Guide

• Client API Usage
  • Core concept
• NVFlare Job Recipe
  • Motivation for Using JobRecipe
  • Basic Example
  • Execution Environments
  • SimEnv – Simulation Environment
  • PocEnv – Proof-of-Concept Environment
  • ProdEnv – Production Environment
  • Benefits of Environment Abstraction
  • Special Considerations for Edge Applications
  • Best Practices
  • Summary
  • Examples
• FLARE API
  • Initialization and Usage
  • Implementation Notes
  • Additional and Complex Commands
• POC: Prove of Concept: Simulate Production deployment locally
  • Setting Up the Application Environment in POC Mode
  • Starting the Application Environment in POC Mode
• Integration of Flower Applications with NVIDIA FLARE
  • Initial Integration
  • Flower Job Structure
  • Run Flower Application as FLARE Job
  • FLARE Multi-Job Architecture
  • Detailed Design
  • Reliable Messaging
• Federated XGBoost with NVFlare
  • NVFlare XGBoost User Guide
  • Reliable Federated XGBoost Design
  • Reliable Federated XGBoost Timeout Mechanism
  • Secure Federated XGBoost Design