1. Introduction
- Background and Rationale
- Objectives of the Project
2. Literature Review
- Recommendation Systems and Privacy Concerns
- Privacy-Preserving Technologies
- State-of-the-Art Approaches
3. System Architecture and Design
- User Data Collection and Anonymization
- Privacy-Preserving Recommendation Algorithms
- Federated Learning Framework
4. Implementation Details
- Differential Privacy Integration
- Federated Learning Model Implementation
- User Interface Design
5. Privacy and Security Analysis
- Privacy Threat Model
- Privacy-Preserving Measures
- Security Considerations
This project aims to design and implement a recommendation system that provides personalized recommendations while preserving user privacy. The system will leverage privacy-enhancing technologies such as differential privacy and federated learning to ensure that user data remains confidential and secure. By incorporating privacy-preserving mechanisms into the recommendation algorithm, the system will deliver accurate and relevant recommendations without compromising user privacy.
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