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AI Vector Search - RAG Application using AI Vector Search in Oracle Autonomous Database and APEX

About This Workshop

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About This Workshop
In this Oracle Live Labs workshop, participants will develop an advanced APEX application that integrates the Retrieval Augmented Generation (RAG) model with Oracle's cutting-edge AI and database technologies. Utilizing the ONNX framework and AI Vector capabilities within Oracle Autonomous Database 23AI, this application revolutionizes document management by enabling secure storage, vectorization, and advanced querying of documents stored in Oracle Cloud Object Storage. Users will interact with the application to ask complex questions, receiving precise, context-aware responses based on the vectorized contents of the documents they want to interact with. This workshop provides a deep dive into Oracle’s AI-driven capabilities, equipping participants with the skills to build next-generation applications that merge AI with enterprise data management for enhanced efficiency, security, and insight.

Workshop Info

1 hour
  • Lab 1 - Setup OCI Resources
  • Lab 2 - Download ONNX models to Autonomous Database
  • Lab 3 - Setup APEX service
  • Lab 4 - Import APEX application
  • Lab 5 - Create the Vector tables
  • Lab 6 - Run the application
  • Familiarity with Database is desirable, but not required
  • Familiarity with PLSQL is helpful
  • Familiarity with LLM  is helpful

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