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Smart Search with RAG: Elasticsearch Meets Language Models
Fri, 26 April, 3:40 PM - 4:10 PM GMT+5:30
In today's data-driven world, just having a search engine is not enough; the key is making it smart. Enter Elasticsearch Relevance Engine (ESRE) augmented with Retrieval Augmented Generation (RAG), a powerful solution
that marries Elasticsearch’s superior search capabilities with Large Language Models (LLMs) like ChatGPT for precise, contextual querying over proprietary datasets. This session is a hands-on guide that will show you how to amplify the power of Elasticsearch with advanced LLMs.
Key Takeaways:
- Learn how to supercharge Elasticsearch's BM25 algorithm with semantic search for results that are not just relevant but contextually accurate.
- Discover how to plug in Large Language Models like OpenAI's ChatGPT to enable context-aware question-answering over your proprietary data.
- Gain insights into the latest advancements in vector search within Lucene and Elasticsearch.
- A quick live demo: Experience first-hand how ESRE, empowered by RAG, transforms a basic search query into a context-rich, highly relevant result.
This talk is for you if you're grappling with search relevance issues and are looking for innovative ways to make your search smarter and more efficient. Whether you're a software developer, data engineer, or ML enthusiast, this session will equip you with the skills you need to build next-generation search capabilities.
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About the speaker
Ashish Tiwari
DevRel Engineer, Elastic
Ashish started his career in the email and software industry, working as a software engineer. He has a strong interest in technology and now serves as a DevRel Engineer at Elastic. In this role, he is committed to providing the community with innovative solutions using the Elastic stack. Ashish is also a former co-founder of a startup, where he acquired a wide range of skills in tech, marketing, and community engagement. His enthusiasm is especially strong in the areas of coding and technology experimentation. Recently, he has delved into exploring Generative AI.