Using open source blueprints for building AI applications (AIM269)

Building AI Applications with MongoDB

Choosing the Right Open-Source Blueprint

  • Define the use case - understand the goals and data needs
  • Identify relevant open-source blueprints
  • Ensure the blueprints are well-documented with comprehensive guides and tutorials
  • Verify the quality of the documentation and community support
  • Ensure the blueprint is well-integrated with MongoDB and the ecosystem
  • Consider security and regulatory compliance for the industry

The MongoDB AI Applications (MAP) Program

  • Launched to help customers build and deploy modern AI applications
  • Combines MongoDB technology with leading AI partners and expert services
  • Aims to accelerate time-to-market, minimize risks, and maximize value of AI investments
  • Provides access to the most advanced AI technologies through strong partnerships
  • Offers professional services like strategic advisory, demos, and integrations
  • Addresses challenges like data integration, evolving AI landscape, and lack of in-house expertise

Retrieval Augmented Generation (RAG) Example

  • Demonstrates a healthcare use case for breast cancer prevention and diagnosis
  • Leverages MongoDB's document model to handle structured, semi-structured, and unstructured data
  • Uses MongoDB change streams to keep data updated and integrated
  • Generates reports and conclusions using generative AI, reducing a 6-month process to 10 minutes
  • Allows natural language queries to search and retrieve relevant information
  • Integrates with MongoDB's Vector search and Atlas search capabilities

Key Takeaways

  • MongoDB's AI Applications (MAP) program provides a comprehensive solution to build and deploy modern AI applications
  • MongoDB's document model, Vector search, and other capabilities make it well-suited for AI workloads
  • The Retrieval Augmented Generation (RAG) example showcases how MongoDB can power real-world, meaningful AI applications
  • Attendees can explore the free training offered to learn how to build generative AI applications on MongoDB and AWS

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