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All You Need to Know about Sensitive Data Handling Using Large Language Models

A Step-by-Step Guide to Understand and Implement an LLM-based Sensitive Data Detection Workflow

Hussein Jundi
Towards AI

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Sensitive Data Detection and Masking Workflow — Image by Author

Table of Contents

Introduction

What and who defines the sensitivity of data ?
What is data anonymization and pseudonymisation?
What is so special about utilizing AI for handling Sensitive Data ?

Hand-On Tutorial — Implementation of an LLM Powered Data Profiler

Local LLM Setup
1. Setting up the model server using Docker
2. Building the Prompt
Azure OpenAI Setup

High Level Solution Architecture
Conclusion
References

An estimated 328.77 million terabytes of data is created daily. Much of that data flows to data-driven applications processing and enriching it every second. The increased adoption and integration of LLMs across mainstream products further intensified the use cases and benefits of utilizing text data.

Organizations processing such data on a large scale face difficulties in…

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