RAG using Semantic Kernel with Azure OpenAI and Azure Cosmos DB | Python Data Science Day

"Learn about the new capabilities of Azure Cosmos DB for MongoDB vCore and Semantic Kernel that enables you to use vector search and integrate your AI-based applications with your data that's stored in Azure Cosmos DB. Vector search enables you to efficiently store, index, and query high-dimensional vector data that are stored directly in Azure Cosmos DB for MongoDB vCore. Semantic Kernel enables the integration with Azure OpenAI to perform retrieval augmented generation (RAG) and bring everything together.

John Aziz, a Microsoft AI MVP and a Gold Microsoft Learn Student Ambassador from Egypt.

In this session, you'll learn about vector search, RAG, and the steps you need to perform to enable it using the semantic kernel, discover how to set up an Azure Cosmos DB for MongoDB vCore, deploy the Azure OpenAI chat and embedding model, learn about how the semantic kernel works, and integrate it in a flask app.

Follow along as we provide clear instructions, make the process accessible to both beginners and experienced tech enthusiasts. By the end, you'll have a fully functional Flask application capable of generating responses using vector search and rag. Check it out here: https://github.com/john0isaac/rag-sem..."

Chapters:
00:00 RAG using Semantic Kernel with
Azure OpenAI and Azure Cosmos DB
00:33 Agenda
01:06 Prerequisites
01:43 Microsoft Technologies used
12:05 Concepts used
14:34 Demo - RAG in Jupyter Notebooks
29:32 Resources

Resources:
Blog: https://aka.ms/Python/DataScienceDay/...
Access to Azure OpenAI: https://aka.ms/oai/access
Code: https://github.com/john0isaac/rag-sem...
Docs: https://learn.microsoft.com/azure/ai-...
https://learn.microsoft.com/azure/cos...
https://learn.microsoft.com/semantic-...
Repo: https://github.com/microsoft/semantic...
Vector Search on embeddings with Azure Cosmos DB for MongoDB vCore https://learn.microsoft.com/azure/cos...
Survey https://aka.ms/Python/DataScienceDay/...
Python at Microsoft https://aka.ms/python
Cloud Skills Challenge - through April 15, 2024
https://aka.ms/Python/DataScienceDay/CSC
GitHub codespaces https://github.com/codespaces
VS Code Release notes https://code.visualstudio.com/updates

Featuring: John Azia, Microsoft, MVP (@john00isaac)