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Build a RAG-based agent | Learn

Use the new tools in Azure AI Foundry to quickly build an agentic RAG application.

CosmosDB RAG-Chatbot | Repo

Quickly build a RAG chatbot using Azure Cosmos DB for NoSQL and Azure OpenAI. This notebook guides you through vector search and retrieval-augmented generation

RAG with Azure AI Search | Template

Deploy our most popular RAG solution to Azure so that you can chat with your own documents.

RAGHack recordings | Watch

Watch the recordings from the 25+ live streams for RAGHack 2024, covering multiple languages, Azure databases, and frameworks.

Augment LLMs with RAG | Learn

Learn how RAG flows can be improved through fine-tuning to provide more tailered and accurate answers.

RAFT: RAG + fine-tuning on Azure AI | Repo

Learn about RAFT (Retrieval Augmented Fine-Tuning), a method to enhance LLMs for better domain adaptation.

RAG with Azure AI Search template | Repo

Learn best practices for building RAG applications using state-of-the-art retrieval mechanisms from Azure AI Search.

RAG with PostgreSQL template | Repo

Deploy a Python app that can chat with a PostgreSQL database using Azure OpenAI LLMs.

Microsoft GraphRAG

A hierarchical RAG approach builds a knowledge graph and uses it to answer questions

Serverless AI chat with RAG | Tutorial

A step-by-step walkthrough to deploy a JavaScript RAG application to Azure Functions.

Evaluate the chat app | Tutorial

A step-by-step walkthrough to evaluate a Python RAG application using GPT-based evaluators.

AI solutions Azure OpenAI | Learn

A learning path for using Azure OpenAI, making a RAG app with it, and generating images.

Building advanced RAG systems | Learn

Learn the steps of an advanced RAG system: ingestion, chunking, update pipelines, query routing, and post-processing.

More RAG app templates for Azure | Repo

Find more RAG templates for your favorite language in the AI App Templates gallery.

Azure service for vector search | Learn

Discover the options Azure offers for vector search, like Azure AI Search, Cosmos DB, PostgreSQL, and more.