Powered by  Sui Blockchain   &   Walrus Storage

Federated Learning
Decentralized

Build, train, and deploy machine learning models collaboratively without compromising data privacy. Sui-FL combines the power of federated learning with blockchain technology for secure, decentralized AI.

Why Choose Sui FL?

Experience the next generation of collaborative machine learning with our cutting-edge platform

Privacy-First

Train models without exposing raw data. Federated learning ensures your data stays local and secure.

Decentralized Network

Built on Sui blockchain for transparent, trustless collaboration between multiple parties.

Walrus Storage

Leverage Walrus for efficient, decentralized storage of model weights and training artifacts.

Multi-User Support

Enable multiple users to collaborate on model training while maintaining data sovereignty.

Model Publishing

Publish and share trained models securely with built-in versioning and access controls.

High Performance

Optimized for speed and efficiency with advanced aggregation algorithms and parallel processing.

System Architecture

How Sui FL orchestrates federated learning across the decentralized network

Step 1

Local Training & Data Privacy

User A

Local Dataset
Model Training

User B

Local Dataset
Model Training

User C

Local Dataset
Model Training

Each participant trains models locally on their private data, ensuring data never leaves their environment.

Step 2

Federated Aggregation

Backend Coordinator

Model Weights Collection
Aggregates updates from all participants
Federated Averaging
Combines models using advanced algorithms
Global Model Update
Creates improved global model

Aggregation Process

Model Weights
Gradient Updates
Performance Metrics

The backend securely aggregates model updates without accessing raw data, creating a globally improved model.

Step 3

Decentralized Storage & Publishing

Walrus Storage

Shard 1
Shard 2
Shard 3
Shard 4
Shard 5
Shard 6
Shard 7
Shard 8
Shard 9
• Model weights distributed across network
• Redundant storage for high availability
• Cryptographic verification

SUI Blockchain

Smart Contracts
Governance and incentives
Model Registry
Version control and metadata
Access Control
Permissions and authentication
Global model distributed back to participants

The improved global model is stored on Walrus and registered on Sui, then distributed back to all participants for the next training round.

Ready to Get Started?

Join the future of collaborative AI. Start building privacy-preserving machine learning applications today.