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Oracle DB 23ai Vector Search using OCI Generative AI and Llama Index

About This Workshop

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About This Workshop
Generative AI represents the next frontier in enterprise innovation, enabling organizations to unlock insights and value from their unstructured data like never before. By leveraging Oracle Database 23ai, equipped with advanced capabilities such as vector search and vector indexes, alongside Oracle Cloud Infrastructure (OCI) Generative AI Services, businesses can query their vast data stores with unprecedented simplicity and efficiency.

In this comprehensive LiveLab, we will guide you through building a fully modular Retrieval-Augmented Generation (RAG) pipeline tailored for enterprise use cases. The pipeline integrates cutting-edge Oracle AI Vector Search technology, enabling precise retrieval of relevant documents or data points from unstructured datasets. Oracle Generative AI Services then enhance these retrievals by generating detailed and contextually accurate responses, unlocking actionable insights in real time.

To orchestrate and streamline interactions with Large Language Models (LLMs), we will leverage the LlamaIndex Python package. This powerful framework simplifies LLM integration, allowing for seamless querying and data processing. LlamaIndex serves as the backbone for managing and optimizing data flow between Oracle’s AI tools and the LLMs, ensuring a robust, scalable, and efficient RAG pipeline.

By the end of this LiveLab, you will have a working RAG pipeline that demonstrates how Oracle’s next-gen AI technologies can revolutionize data-driven decision-making. Whether your goal is enhancing customer service with AI-powered chatbots, deriving insights from complex document repositories, or building intelligent search systems, this LiveLab equips you with the tools and knowledge to harness the power of generative AI in your enterprise.

Workshop Info

2 hours

Part 1 - Create Vector Store

Part 2 - Create Frontend Compute Instance, Install Python

Part 3 - Primer on OCI Generative AI Embedding and Chat Models

Part 4 - Set up and Experiment with RAG Application

  • An Oracle Cloud Account subscribed to the Chicago Region
  • Administrator access or ability to create and manage several services: Compute, Autonomous Database, Generative AI.
  • Familiarity with OCI is helpful.

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