Design and implementation of a privacy-preserving federated learning framework
Table Of Contents
<p>1. Introduction<br> 1.1 Background<br> 1.2 Motivation<br> 1.3 Objectives<br>2. Literature Review<br> 2.1 Federated Learning<br> 2.2 Privacy-Preserving Machine Learning<br> 2.3 Related Work<br>3. System Architecture<br> 3.1 Client-Server Communication<br> 3.2 Model Aggregation<br> 3.3 Privacy-Preserving Techniques<br>4. Design and Implementation<br> 4.1 Data Encryption and Decryption<br> 4.2 Differential Privacy Mechanisms<br> 4.3 Model Aggregation Algorithms<br>5. Evaluation<br> 5.1 Privacy Analysis<br> 5.2 Performance Evaluation<br></p>
Project Abstract
<p> Federated learning is a machine learning approach that enables training models across decentralized devices while keeping the data on the devices. This project aims to design and implement a privacy-preserving federated learning framework to address the privacy concerns associated with traditional centralized machine learning approaches. The framework will allow multiple devices to collaboratively train a global model without sharing their raw data, thus preserving the privacy of individual users. <br></p>Project Overview
Blazingprojects Mobile App
📚 Over 50,000 Project Materials
📱 100% Offline: No internet needed
📝 Over 98 Departments
🔍 Project Journal Publishing
🎓 Undergraduate/Postgraduate
📥 Instant Whatsapp/Email Delivery
Related Research
Design and Implementation of a Smart Home Automation System using Internet of Things...
The project titled "Design and Implementation of a Smart Home Automation System using Internet of Things (IoT) Technology" focuses on creating an adva...
Development of a Smart Agriculture System using Internet of Things (IoT) Technologie...
The project on "Development of a Smart Agriculture System using Internet of Things (IoT) Technologies in Computer Engineering" aims to revolutionize t...
Design and implementation of a smart home system using Internet of Things (IoT) tech...
The proposed research project aims to explore the design and implementation of a smart home system utilizing Internet of Things (IoT) technology. In recent year...
Design and Implementation of a Smart Home System using Internet of Things (IoT) Tech...
The project on "Design and Implementation of a Smart Home System using Internet of Things (IoT) Technology" aims to explore the integration of IoT tec...
Design and Implementation of a Secure Communication System for Internet of Things (I...
The project on "Design and Implementation of a Secure Communication System for Internet of Things (IoT) Devices" focuses on addressing the critical ne...
Design and Implementation of a Smart Home System using Internet of Things (IoT) Tech...
The project titled "Design and Implementation of a Smart Home System using Internet of Things (IoT) Technology" aims to explore the integration of IoT...
Design and Implementation of a Smart Home System using Internet of Things (IoT) Tech...
The project titled "Design and Implementation of a Smart Home System using Internet of Things (IoT) Technology" aims to explore the integration of IoT...
Design and Implementation of Real-Time Face Recognition System Using Deep Learning T...
The project on "Design and Implementation of Real-Time Face Recognition System Using Deep Learning Techniques" aims to develop a cutting-edge system t...
Design and Implementation of an Intelligent Home Automation System using Internet of...
The project titled "Design and Implementation of an Intelligent Home Automation System using Internet of Things (IoT) Technology" focuses on the devel...
