The Fifth Elephant 2024 Annual Conference (12th &13th July)
Maximising the Potential of Data — Discussions around data science, machine learning & AI
Jul 2024
8 Mon
9 Tue
10 Wed
11 Thu
12 Fri
13 Sat 09:00 AM – 06:05 PM IST
14 Sun
Submitted May 15, 2024
Business users and non-technical professionals often need to quickly analyse or transform tabular data in spreadsheets for ad hoc business intelligence. However, they might lack the necessary programming knowledge to do so themselves and therefore must reach out to a data analyst. Such unexpected delays have the potential to incur huge opportunity costs for time-sensitive business decisions which must be informed by accurate analysis of data.
Generative AI powered by Large Language Models (LLMs) is being used to create novel text, images, and even videos. LLMs specialising in generating code are already being used in enterprise solutions like GitHub Copilot, Gemini Code Assist by Google, watsonx by IBM, and Amazon Q Developer (previously Amazon CodeWhisperer) to boost productivity for developers and programmers. Along the same lines, there now exist LLMs specialising in generating Structured Query Language (SQL), which is widely used across enterprise domains to manage databases and analyse and transform tabular data.
In this workshop we demonstrate how to create a web application from scratch using Streamlit and Ollama which can be used to analyse and query CSV files using natural language and the power of LLMs.
We will be using the following tools during the workshop. Participants might find it useful to make themselves familiar with these prior to the workshop.
This workshop is intended for data engineers, data scientists, and researchers with basic Python experience who are working on Generative AI use-cases and want to leverage enterprise data. This might also interest business analysts or business consumers who require data querying and analysis services regularly.
Overall, any professional with at least some experience with Python programming who is interested in getting started with Gen AI will stand to benefit from this workshop since it covers both the end-to-end data pipeline as well how to prepare a demo-worthy front-end user interface.
Here are some links to open-source and proprietary products currently available which leverage LLMs to generate SQL and power database interactions.
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Beverage Partner
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