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Microsoft Fabric Updates Blog

  1. Actualizări
  2. Amir Jafari

Using Microsoft Fabric for Generative AI: A Guide to Building and Improving RAG Systems

  • Headshot of article author septembrie 26, 2024 de Amir Jafari 17.578 Vizualizări

In the previous blog, we explained how to use Microsoft Fabric to build custom AI applications, focusing on transforming your data into valuable knowledge for Generative AI applications. Specifically, we demonstrated how to implement a Retrieval-Augmented Generation (RAG) system using Microsoft Fabric, integrating Azure OpenAI and Azure AI Search. We are excited to share a … Continue reading “Using Microsoft Fabric for Generative AI: A Guide to Building and Improving RAG Systems”

Harness Microsoft Fabric AI Skill to Unlock Context-Rich Insights from Your Data

  • Headshot of article author septembrie 24, 2024 de Amir Jafari 13.429 Vizualizări

As you may have seen, AI Skill in Microsoft Fabric is publicly available, offering exciting new possibilities for users to create customized, data-driven generative AI experts within Microsoft Fabric. This post will demonstrate how you can extend the capabilities of Fabric AI Skill in Microsoft Fabric notebooks to deliver richer and more comprehensive responses using … Continue reading “Harness Microsoft Fabric AI Skill to Unlock Context-Rich Insights from Your Data”

Building Custom AI Applications with Microsoft Fabric: Implementing Retrieval Augmented Generation for Enhanced Language Models

We are excited to share guidance for how you can use Microsoft Fabric to turn your data into knowledge for Generative AI applications. This guide will walk you through implementing a RAG (Retrieval Augmented Generation) system in Microsoft Fabric using Azure OpenAI and Azure AI Search. By the end, you’ll be more familiar with how to … Continue reading “Building Custom AI Applications with Microsoft Fabric: Implementing Retrieval Augmented Generation for Enhanced Language Models”

Harness the Power of LangChain in Microsoft Fabric for Advanced Document Summarization

Author(s):Amir Jafari, Senior Product Manager in Azure Data.Sheryl Zhao, Principal Applied Scientist in Azure Data.Mark Hamilton, Senior Software Engineer in Azure Data.Nellie Gustafsson, Principal PM Manager in Azure Data. In our previous blog, we showcased the capability of Microsoft Fabric and SynapseML to utilize large language models (LLMs) for efficient question and answer tasks on … Continue reading “Harness the Power of LangChain in Microsoft Fabric for Advanced Document Summarization”

Unleashing the Power of Microsoft Fabric and SynapseML: A Guide to Q&A on PDF Documents with LLMs

Author(s): Amir Jafari, Senior Product Manager in Azure Data. Mark Hamilton, Senior Software Engineer in Azure Data. Aydan Aksoylar, Senior Applied AI Engineer in Azure Data. Kartavya Neema, Principal Applied AI Engineer in Azure Data. Nellie Gustafsson, Principal PM Manager in Azure Data. Generative AI models or Large Language Models (LLMs) have recently gained a … Continue reading “Unleashing the Power of Microsoft Fabric and SynapseML: A Guide to Q&A on PDF Documents with LLMs”