Vijay Morampudi

Vijay Morampudi is a distinguished leader in AI and Generative AI, celebrated for devising transformative strategies that deliver substantial business impact. Renowned for his expertise in design thinking and analytics, he has successfully developed AI-powered solutions to address complex challenges across industries. His accolades include being named a Top 5 GenAI Leader (Analytics Vidhya Luminary Awards 2024) and an AI100 Leader (AIM 2024). Vijay’s accomplishments include establishing Generative AI COEs, scaling AI solutions for 25+ enterprises, and advancing Responsible and Explainable AI. A strategic visionary, he excels in aligning AI initiatives with business goals while inspiring innovation and collaboration.

All Sessions by Vijay Morampudi

Day 2

Feb 6, 2025
15:25

[Paper Presentation] Agent-Driven Text-to-SQL with Fine-Tuned SLMs and RAG

15:25 - 15:45

This research introduces an agent-driven Text-to-SQL approach using fine-tuned Small Language Models (SLMs) and Retrieval-Augmented Generation (RAG) to simplify enterprise database interactions for non-technical users. It employs specialized agents for tasks like entity recognition, query decomposition, self-correction, and explainable results. Rolled out to 700 users in a pharmaceutical company, the system achieved 87% accuracy, reduced SQL effort by 70%, improved data access by 90%, and cut costs by 50%, enabling scalable, conversational self-service analytics for business users.

HALL 3 - Tech Talks / Paper Presentations

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Vijay Morampudi

All Sessions by Vijay Morampudi

Day 2

[Paper Presentation] Agent-Driven Text-to-SQL with Fine-Tuned SLMs and RAG

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