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Elastic Cloud on AWS GenAI Workshop — Sacramento

June 13, 2024 | 12:00 PM3:00 PM

Government Only Event

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Join us for an educational 3-hour workshop where you will explore applying Retrieval Augmented Generation (RAG) to create a chatbot application with private data using Elastic. You will also learn to deploy a publicly available Large Language Model (LLM) on Amazon SageMaker, utilize Elasticsearch's hybrid search, and integrate private data for improved chatbot performance.

The workshop involves integrating Elastic, a robust search engine, with an existing LLM on Amazon SageMaker and Amazon Bedrock to address domain-specific questions.


Utilizing Elasticsearch:

  • Run hybrid semantic search queries to retrieve relevant private data from Elastic.
  • Leverage BM25 for textual search and KNN for semantic understanding.

Contextualizing LLMs:

  • Modify the chatbot to feed fetched data from Elastic as context to the LLM.
  • Observe how enriched context improves LLM responses for domain-specific questions.

LLM Deployment:

  • Understand choosing and deploying the best LLM for their use case within Amazon SageMaker or Bedrock

Customer Applications:

  • Improved Chatbot application Accuracy: Elevate chatbot performance for domain-specific inquiries by leveraging their private data in Elastic.
  • Enhanced Customer Experience: Offer more relevant and accurate information, leading to increased customer satisfaction.
  • Personalization Opportunities: Tailor chatbot responses to individual user needs by incorporating their past interactions and preferences.
  • Efficient Workflow Automation: Reduce manual query resolution by empowering the chatbot to handle complex questions.


12:00 - Check In / Lunch
12:45 - 1:45 Presentation
1:45 - 2:30 Workshop
2:30 - 3:00 Q&A

AWS Offices Sacramento
400 Capitol Mall, 9th Floor
Sacramento, CA 95814

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Elastic is a search company that powers workplace search, observability, and security solutions that can be deployed on premises, in the cloud, or in hybrid environments. Elastic helps government and education professionals make data actionable, increase visibility into their infrastructures, build better citizen experiences, and securely move to the cloud.