Privacy-Preserving Big Data Analytics in the Cloud with AI-Driven Generative Models

• Author(s): Syed Ahad Murtaza Alvi ; V. Suresh Kumar
• Paper ID: 1707337
• Page: 1592-1605
• Published Date: 14-04-2025
• Published In: Iconic Research And Engineering Journals
• Publisher: IRE Journals
• e-ISSN: 2456-8880
• Volume/Issue: Volume 8 Issue 9 March-2025

Abstract

While generative artificial intelligence (GenAI) technologies are revolutionising content production, they also pose serious privacy and data security issues. The potential of privacy violations, biases, and cyberattacks rises as these models process large datasets, many of which contain sensitive or private data. These issues are examined in this book, especially in important fields like cybersecurity, healthcare, and finance. The potential for GenAI models to reproduce or infer sensitive data from training datasets is a major problem that raises ethical and intellectual property issues. Data protection techniques like encryption, tokenisation, and anonymisation are crucial to reducing these dangers. This study assesses the efficacy of these techniques by looking at how they affect the functional performance and privacy risk reduction of GenAI systems. It evaluates the impact of tokenisation and anonymisation on a state-of-the-art large language model (LLM) through experimental analysis. Empirical results offer insights into the trade-offs between protecting model performance and data privacy using open-source tools such as Microsoft Presidio. The goal of the research is to help create safe and morally sound GenAI applications, making sure that advancements in AI are in line with data security guidelines while preserving accuracy and efficiency in practical applications.

Keywords

Privacy-Preserving, Big Data, AI-Driven, Cloud and Techniques.

Citations

IRE Journals:
Syed Ahad Murtaza Alvi , V. Suresh Kumar "Privacy-Preserving Big Data Analytics in the Cloud with AI-Driven Generative Models" Iconic Research And Engineering Journals Volume 8 Issue 9 2025 Page 1592-1605

IEEE:
Syed Ahad Murtaza Alvi , V. Suresh Kumar "Privacy-Preserving Big Data Analytics in the Cloud with AI-Driven Generative Models" Iconic Research And Engineering Journals, 8(9)