This repository contains a series of samples on how to analyse a video using multimodal Large Language Models, like GPT-4o or GPT-4o-mini.

Azure OpenAI code resources for using gpt-4o-realtime capabilities.

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.

multi-agents banking assistant with Java and Semantic Kernel

A recipe that will walk you through using either Meta Llama 3.1 405B or GPT-4o deployed on Azure AI to generate a synthetic dataset using UC Berkeley's Gorilla project RAFT method.

A demonstration of chatting with uploaded images using OpenAI vision models like gpt-4o.

Automated Retrieval and GPT Understanding System by utilizing Azure Document Intelligence in combination with GPT models.

This sample shows how to quickly get started with LlamaIndex.ai on Azure🚀

This sample shows how to quickly get started with LlamaIndex.ai on Azure 🚀

This repository offers a Python framework for a retrieval-augmented generation (RAG) pipeline using text and images from MHTML documents, leveraging Azure AI and OpenAI services. It includes ingestion and enrichment flows, a RAG with Vision pipeline, and evaluation tools.

This sample demonstrates how to use GPT-4o with Vision to extract structured JSON data from PDF documents, such as invoices, using the Azure OpenAI Service.

Build your own serverless AI Chat with Retrieval-Augmented-Generation using LangChain.js, TypeScript and Azure

This sample has the full End2End process of creating RAG application with Prompty and AI Studio. It includes GPT 3.5 Turbo LLM application code, evaluations, deployment automation with AZD CLI, GitHub actions for evaluation and deployment and intent mapping for multiple LLM task mapping.

Create your own ChatGPT with Retrieval-Augmented-Generation workshop

Sample to envision intelligent apps with Microsoft's Copilot stack for AI-infused product experiences.

Intelligent enterprise-grade reference architecture for JavaScript, featuring OpenAI integration, Azure Developer CLI template and Playwright tests.