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GraphRAG: Powering Up LLMs with Knowledge Graphs



We are back at DataEngBytes Melbourne this year!

DataEngBytes is the largest independent conference for data engineers and practitioners in Oceania. We are a vendor-neutral forum to bring together data experts, leaders, practitioners and community members in one place to learn about the latest in the field, share challenges, and discover new solutions. Our mission is to drive excellence and innovation in data engineering practices through the power of community.

Speaker:
🎤 Siddhant Agarwal, Developer Relations Lead APAC @Neo4j
Talk topic : “GraphRAG: Powering Up LLMs with Knowledge Graphs”
Description : In the era of big data, large language models (LLMs) are becoming increasingly important for tasks like question answering, document analysis, and chatbot development. However, traditional LLMs can often struggle with factual accuracy, reasoning, and handling complex information. This talk introduces GraphRAG, a novel technique that leverages the power of knowledge graphs to empower LLMs. We’ll delve into the limitations of traditional LLMs and vector-only approach of RAG and explore how GraphRAG bridges the gap. GraphRAG equips LLMs with a deeper understanding of the world by utilizing enterprise data, boosting their accuracy, reasoning abilities, and handling of complex information. This talk will explore the exciting world of GraphRAG, showcasing its potential to revolutionize various fields. We will also discuss real-world applications and case studies using SEC EDGAR dataset to illustrate the benefits of GraphRAG for practitioners in comparison to a vector-only approach.
Bio : Siddhant Agarwal is a community builder boasting a decade-long career building communities, fostering innovation, and scaling ecosystems in India. Currently, he leads Developer Communities across APAC at Neo4j, a leader in Graph Database and Analytics Industry. Sid previously empowered professional and student developers and led Google’s Developer Relations initiatives in India, including Google Developer Experts, Developer Student Clubs and TensorFlow User Groups. In 2019, he collaborated with the Indian government to launch the “Build for Digital India” program, mobilizing over 7,000 students to tackle national challenges with code.

Please note that this event requires tickets for attendance. To secure your spot, please purchase tickets here: [Buy Ticket]

Accessibility: Sofitel Wentworth is a fully accessible venue.

Refunds: If cancellation is made less than 14 days from the event start date, no refunds will be issued. This policy is in place because we need to finalise all vendor, catering and venue arrangements well in advance to ensure a seamless experience for all attendees. DataEngBytes Conference accepts no responsibility for changes to work or personal circumstances within this 14-day period. Your understanding and cooperation are greatly appreciated.
Start:
September 30 @ 4:00 pm
End:
October 1 @ 12:30 am
Venue
186 Exhibition St
Melbourne, VIC 3000 Australia
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Language
English
Is Virtual?
No