Session 4 : <em>Harnessing Local LLMs: A Practical Guide for Secure Data Science</em>

The adoption of Large Language Models (LLMs) for data analysis often raises privacy and security concerns due to reliance on cloud services. This talk explores running LLMs locally to address these challenges, comparing performance across three different hardware configurations. Attendees will learn about the development of a custom data analysis tool incorporating local LLMs and see a live demonstration of its capabilities. The session emphasizes practical strategies for integrating open source LLMs locally, enabling secure and efficient analysis of sensitive data.

Publication Details

Journal
Open PRAIRIE (South Dakota State University)
Published
2025-02-07
Primary Topic
Big Data and Digital Economy
Type
article
Field-Weighted Citation Impact
0.00
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article

Session 4 : Harnessing Local LLMs: A Practical Guide for Secure Data Science

Open PRAIRIE (South Dakota State University)
Big Data and Digital Economy
article

Session 4 : Harnessing Local LLMs: A Practical Guide for Secure Data Science

article en

Abstract

The adoption of Large Language Models (LLMs) for data analysis often raises privacy and security concerns due to reliance on cloud services. This talk explores running LLMs locally to address these challenges, comparing performance across three different hardware configurations. Attendees will learn about the development of a custom data analysis tool incorporating local LLMs and see a live demonstration of its capabilities. The session emphasizes practical strategies for integrating open source LLMs locally, enabling secure and efficient analysis of sensitive data.

Open PRAIRIE (South Dakota State University)
Openalex Percentile: Top 36%
Big Data and Digital Economy
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Session 4 : <em>Harnessing Local LLMs: A Practical Guide for Secure Data Science</em> · Open PRAIRIE (South Dakota State University) (2025) | TGRS Research Map | TGRS