DATA SECURITY IN HEALTHCARE, FEDERATED LEARNING AND BLOCKCHAIN
Descrição da oferta de emprego
Improvising Healthcare Data Security using Federated Learning and Blockchain Framework Objective.
To develop a fully functional, secure system that integrates Federated Learning (FL), Blockchain, and peer-to-peer (P2P) file sharing for privacy-preserving healthcare data management.
Key Requirements.
Federated Learning Implementation.
Train machine learning models locally on IoT devices.
Aggregate model updates securely on a centralized server.
Implement scalable FL architecture for multiple clients.
Peer-to-Peer Data Sharing.
Enable direct data transfer between clients upon request, bypassing the central server.
Ensure encryption during file transfers to maintain privacy.
Blockchain to monitor, log, and validate P2P transactions.
Blockchain Integration.
Develop a private Blockchain network to log FL updates and file-sharing transactions securely.
Implement smart contracts to handle access permissions, data validation, and transaction integrity.
Security Mechanisms.
Encryption for data at rest and in transit.
Authentication and access control for clients.
Real-time monitoring tools for suspicious activity detection.
System Features.
Decentralized and privacy-preserving data management.
Scalable system to handle real-world IoT data.
User-friendly interface for system monitoring and operations.
Complete Development.
Full implementation of the system, from local training to data sharing and Blockchain integration.
Testing for scalability, security, and efficiency.
Deployment-ready solution.
Expected Deliverables.
Detailed design document with system architecture and flowcharts.
Fully functional project with.
Federated Learning and Blockchain integration.
P2P file-sharing mechanism.
Security tools and protocols.
Comprehensive testing reports (accuracy, security, performance).
User manual and deployment guide.
Preferred Skills.
Python (TensorFlow, PyTorch).
Blockchain frameworks (Ethereum/Hyperledger).
Peer-to-peer networking expertise.
Cybersecurity tools and techniques.
IoT and Machine Learning expertise.
Python Blockchain Smart Contracts Machine Learning (ML) Ethereum ID do Projeto.
# Sobre o projeto 3 propostas Aberto para ofertas Projeto remoto Ativo em 6 minutos atrás
Detalhes da oferta
- Indeterminado
- Em todo Portugal
- Indeterminado - Indeterminado
- 26/11/2024
- 24/02/2025
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