data & ai
205 TopicsGrounding LLMs
I recently gave a talk at a Microsoft-internal event on everything I learned (so far) about grounding LLMs with Retrieval Augmented Generation and other techniques to get the to generate output that is accurate, reliable, and relevant. I am sharing it here in article form (masterfully produced by GPT-4 from the transcript and slides of the talk). Hope you find some of this useful as you start building solutions with LLMs.166KViews47likes15CommentsStrategies for Optimizing High-Volume Token Usage with Azure OpenAI
Addressing the challenges of building AI solutions with high-volume token usage, explore strategic recommendations for overcoming token limits, optimizing model deployments, and practical techniques for maximizing token usage with Azure OpenAI.36KViews6likes0CommentsFeature comparison of Azure SQL Database, Azure SQL Managed Instance and SQL Server on a VM
When migrating from on-premises to the Azure cloud, the choice of the SQL service can be challenging. The options available, the differences between them, and the implications of choosing each are often difficult to grasp.30KViews5likes4CommentsCreate an Azure OpenAI, LangChain, ChromaDB, and Chainlit chat app in AKS using Terraform
This sample shows how to create two AKS-hosted chat applications that use OpenAI, LangChain, ChromaDB, and Chainlit using Python and deploy them to an AKS environment built in Terraform.28KViews12likes4Comments