ChatGPT and Elasticsearch: OpenAI meets private data
Ashish Tiwari (~ashish187) |
Description:
Combine Elasticsearch's search relevance (BM25 + Semantic Search) with OpenAI's ChatGPT's question-answering capabilities to query your private/proprietary data.
Despite the incredible potential of ChatGPT, there are certain limitations like -
- Knowledge cutoff date
- Lacks access to relevant information
- Lack of knowledge about domain-specific content
In this session, We will learn how to connect ChatGPT to proprietary data stores using Elasticsearch and build question/answer capabilities for your data. In a demo, I will show you how you can quickly convert your website, FAQ, or any documentation in prompt chat where your user can directly ask a question on your data. The entire interface will be built on python.
Prerequisites:
- You have used ChatGPT :)
- Good to have understanding around Elasticsearch (Not mandatory)
Speaker Info:
Having experience in Software & Email Industry. Currently, I am working as a Senior Developer Advocate, India at Elastic. Started journey with Software Engineer. Throughout the journey, I got the opportunity to work with great minds on various stacks, databases & programming languages. Worked with various types of use cases and contributed to the solutions. I have been wearing multiple hats as a startup guy so got a chance to work on system design, scaling, system architect, coding, maintenance, customer support, etc. It was not just tech but also marketing & Community engagement.
Nowadays playing around GenAI and Semantic search :)
Speaker Links:
Website - ashish.one.
LinkedIn - ashishtiwari93.
Twitter - @_ashish_tiwari.
Github - ashishtiwari1993.