Enhancing Document Extraction with Azure AI Document Intelligence and LangChain for RAG Workflows.
18/07/2024
Armchair Architects: Large Language Models (LLMs) & Vector Databases
David Blank-Edelman and our armchair architects Uli Homann and Eric Charran will be focusing on large language models (LLMs) and vector databases and their role in fueling AI, ML, and LLMs. What are vector databases? Eric defines vector databases as a way in which we store meaningful information about…
24/02/2024Azure Architecture Blog
You may be interested in
Demystifying Azure OpenAI Networking for Secure Chatbot Deployment
Introduction Azure AI Landing Zones provide a solid foundation for deploying advanced AI technologies like OpenAI's GPT-4 models. These environments are designed to support AI enthusiasts, but it's essential to…20/09/2023Harnessing Generative AI with Weaviate on Azure Kubernetes Service and Azure NetApp Files
Table of Contents Introduction Prerequisites Install Weaviate Approximate Nearest Neighbor (ANN) Benchmarks ANN Benchmarks Setup ANN Benchmarks – Glove 100 Angular ANN Benchmarks – Sift 128 Euclidean ANN Benchmarks Analysis…11/09/2024Enrich your Data Estate with Fabric Pipelines and Azure OpenAI
The benefits of Generative AI is of huge interest for many organisations and the possibilities seem endless. One such interesting use case is the ability to leverage Azure OpenAI models…06/03/2024Using Azure Load Testing to test Multi-Tenant services
Using Azure Load Testing to test Multi-Tenant services This article describes how to use Azure Load Testing to test a multi-tenant service based on Azure App Service. It also describes how to run…24/01/2024Cross-Region Resiliency for Ecommerce Reference Application
Authors: Radu Dilirici (radudilirici@microsoft.com) Ioan Dragan (ioan.dragan@microsoft.com) Ciprian Amzuloiu (camzuloiu@microsoft.com) Introduction The initial Resilient Ecommerce Reference Application demonstrated the best practices to achieve regional resiliency using Azure’s availability zones. Expanding…24/03/2025Getting Started with Reliability on Azure: Ensuring Cloud Applications Stay Up and Running
As businesses increasingly rely on cloud services, the imperative for robust cloud solutions has never been greater. Azure stands at the forefront of this realm, offering architects and technology leaders…27/05/2024Enhanced Performance and Scalability: Azure AD-joined Session Hosts with Azure NetApp Files
Table of Contents Abstract Introduction Scenario Requirements Configuration Summary Links to Additional Information Abstract In this article, you will learn how to integrate Azure Virtual Desktop (AVD) session…01/06/2023Building scalable and persistent AI applications with LangChain, Instaclustr, and Azure NetApp Files
Table of Contents Abstract Introduction Prerequisites Workstation setup Instaclustr PostgreSQL deployment Database configuration Azure OpenAI deployment Using the chatbot Basic question and answer chatbot In-memory persistent chatbot PostgreSQL persistent chatbot…12/12/2024Empowering Accessibility: Language and Audio Document Translation Made Simple with Low-Code/No-Code
This solution architecture proposal outlines how to effectively utilize OpenAI's language model alongside Azure Cognitive Services to create a user-friendly and inclusive solution for document translation. By leveraging OpenAI's advanced…24/05/2023AI for Operations
Solutions idea This solution series shows some examples of how Azure OpenAI and its LLM models can be used on Operations and FinOps issues. With a view to the use…10/12/2024Streamlining data discovery for AI/ML with OpenMetadata on AKS and Azure NetApp Files
Table of Contents Abstract Introduction Prerequisites Workstation setup Repository directory contents Terraform variables file Credentials Azure settings Instaclustr settings VNet settings AKS cluster settings Azure NetApp Files settings PostgreSQL settings…01/05/2025