RAG
One-click deploy of a Knowledge Graph powered RAG (GraphRAG) in Azure
Enterprise-grade and API-first LLM workspace for unstructured documents, including data extraction, redaction, rights management, prompt playground, and more!
A RAG app to ask questions about rows in a database table. Deployable on Azure Container Apps with PostgreSQL Flexible Server.
This hands-on lab aims to alleviate some of that headache by demonstrating how to create/augment a QnA dataset from complex unstructured data, assuming a real-world scenario. The sample aims to be …
This repository showcases various advanced techniques for Retrieval-Augmented Generation (RAG) systems. RAG systems combine information retrieval with generative models to provide accurate and cont…
A modular graph-based Retrieval-Augmented Generation (RAG) system
Get your documents ready for gen AI
A simple example implementation of the VoiceRAG pattern to power interactive voice generative AI experiences using RAG with Azure AI Search and Azure OpenAI's gpt-4o-realtime-preview model.
Azure OpenAI code resources for using gpt-4o-realtime capabilities.
Agents for Amazon Bedrock and Telecom API
The RAG Experiment Accelerator is a versatile tool designed to expedite and facilitate the process of conducting experiments and evaluations using Azure Cognitive Search and RAG pattern.
Tools for evaluation of RAG Chat Apps using Azure AI Evaluate SDK and OpenAI
RAG Time: A 5-week Learning Journey to Mastering RAG
Sharing the learning along the way we been gathering to enable Azure OpenAI at enterprise scale in a secure manner. GPT-RAG core is a Retrieval-Augmented Generation pattern running in Azure, using …
Microhack focused on RAG AI with the goal of providing a half-day hands-on workshop to enable skilling around Microsoft technologies and services.
AWS Generative AI Conversational RAG Reference (Galileo)
LLM-powered document chat using Amazon Bedrock and AWS Serverless