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Building the Backbone: Data Ingestion and IVF index creation for DTDL's Autonomous Assistant

1. About this blogWelcome back! In this blog, we will learn how to prepare data for our retrieval process. There are various approaches to this, but we’ll use Azure Document Intelligence to extract information from unstructured documents. By the end, you’ll know how to: Work with the Azure Document Intelligence Layout model 📄 Perform custom chunking and add metadata 📝 Vectorize data into embeddings 🔍 2. DataaaaThe nature of data can vary greatly and often includes unstructured formats such as PDFs, audio, video, and images.

Transforming Customer Care: An Introduction to DTDL's Autonomous Assistant

1. About this blogHello, and welcome to the first blog in my DTDL-CustomerCare Series! In this post, I’ll introduce the overall concept and architecture in more depth. But first, let me share how this project began. The idea of developing a chatbot for the customer care department came to me during some discussions with my current client, who expressed interest in this area. I started brainstorming and planning, but due to a busy few months both professionally and personally, I couldn’t dedicate enough time to it.

Redefining RAG: Azure Document Intelligence + Azure CosmosDB Mongo vCore

1. About this blogThis time, I’ll be developing an application designed for use within our FlyersSoft company, to improve workforce efficiency. Idea is to introduce CosmicTalent, an application designed to empower HR and managers in effectively navigating employee information. By leveraging CosmicTalent, users can efficiently filter and identify eligible employees based on specific task requirements. 🚀 Few key takeaways Advanatages of Azure CosmosDB Mongo vCore’s native vector search capabilities over Azure Vector Search.

AI Counselor - HackTogether: The Microsoft .NET 8 Global Hack

1. About this blogIt’s another day, another hackathon! 🌐 This time, it’s Microsoft’s HackTogether: The Microsoft .NET 8 Global Hackathon! 💻✨ Get ready for an exciting coding adventure! 🤖👩‍💻 🚀 Few key takeaways How to build cloud-native apps using .NET 8 Introduction to .NET Aspire How to build IoT edge solution with Raspberrypi How to integrate AI and make intelligent applications How to train custom models for classifying face emotions using Azure CustomVision 2.

Atlassian Codegeist Unleashed Hackathon- Meeting Miner

1. About this blogRecently, I got a notification in my gmail about AI hackathon by Atlassian and thought to give it a try. 🚀 Few key takeaways How to chunk large documents with help of LangChain framework How to build AI application using Azure PromptFlow Best practices and patterns for summarizing large documents in an efficient way How to overcome ForgeApp 25 seconds timeout restrictions How to implement Responsible AI principles 2.

Series 1: Hotstar Autoscaler built with Azure OpenAI

1 About this blogWe have all seen enough posts about Game Changer 😅 plugins built on top of the GPT models. I can assure you this won’t be just another one of those. Join with me in this series to learn about some cool stuffs that you can built using these models in your real-time applications. ( Definitely not a Game Changer! 😉 ). The objective of this blog is to