Design and implementation of a privacy-preserving federated learning framework

 

Table Of Contents


  • <p>
  • 1.Introduction<br>&nbsp;
  • 1.1Background<br>&nbsp;
  • 1.2Motivation<br>&nbsp;
  • 1.3Objectives<br>
  • 2.Literature Review<br>&nbsp;
  • 2.1Federated Learning<br>&nbsp;
  • 2.2Privacy-Preserving Machine Learning<br>&nbsp;
  • 2.3Related Work<br>
  • 3.System Architecture<br>&nbsp;
  • 3.1Client-Server Communication<br>&nbsp;
  • 3.2Model Aggregation<br>&nbsp;
  • 3.3Privacy-Preserving Techniques<br>
  • 4.Design and Implementation<br>&nbsp;
  • 4.1Data Encryption and Decryption<br>&nbsp;
  • 4.2Differential Privacy Mechanisms<br>&nbsp;
  • 4.3Model Aggregation Algorithms<br>
  • 5.Evaluation<br>&nbsp;
  • 5.1Privacy Analysis<br>&nbsp;
  • 5.2Performance 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

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