Data Security in Healthcare, Federated Learning and Blockchain
₹1500-12500 INR
Paid on delivery
Project Title:
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.
explanation of the code /project working giving assistance for 3 months if any doubt occurs
Preferred Skills:
Python (TensorFlow, PyTorch).
Blockchain frameworks (Ethereum/Hyperledger).
Peer-to-peer networking expertise.
Cybersecurity tools and techniques.
IoT and Machine Learning expertise.
Project ID: #38830536
About the project
10 freelancers are bidding on average ₹6431 for this job
Hi there, I understand the complexity and critical nature of your project to integrate Federated Learning (FL), Blockchain, and P2P file sharing for secure and privacy-preserving healthcare data management. With my ex More
With my deep expertise in machine learning and Python programming, I am confident in my ability to develop a high-functioning, secure system that incorporates federated learning and blockchain for your healthcare data More
With over 5 years of experience in developing secure and scalable data management systems, I am well-prepared to deliver a comprehensive solution integrating Federated Learning, Blockchain, and P2P networking. My exper More
I am theekshana, a designer by passion, an engineer by profession. Being an all-round artistic tech-savvy geek, I spend most of my time nourishing new design ideas and giving them a tangible shape. Playing around with More
As a seasoned data analyst and skilled in Python, I am well-equipped to tackle the multifaceted challenges of your project. Not only am I fluent in TensorFlow and PyTorch - crucial for effective Federated Learning impl More
Hello manoj12naik2003 , We went through your project description and it seems like our team is a great fit for this job. We are an expert team which have many years of experience on Job Skills. Lets connect in chat so More
Leveraging our extensive experience in Machine Learning, Python development, and a profound understanding of how Blockchain and IoT link together, GLOOM DEV is the perfect partner for your "Data Security in Healthcare" More
