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RAG

Retrieval Augmented Generation (RAG)

ai machine_learning llm

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2020-Q1 2026-Q1

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Filtering by: Microsoft Ignite 2023 ×
AI customization: Tailoring models for your enterprise | BRK123

In todayโ€™s rapidly evolving AI landscape, using Large Language Models (LLMs) as-is can be limiting. To unlock their full potential, customization is essential. This session explores the importance of model personalization, covering prompt engineering, Retrieval-Augmented Generation (RAG), and fine-tuning with proprietary data. Learn how tailored AI solutions enhance accuracy, relevance, and efficiency, driving value and keeping your organization at the forefront of AI-driven innovation.

๐—ฆ๐—ฝ๐—ฒ๐—ฎ๐—ธ๐—ฒ๐—ฟ๐˜€: * Yina Arenas * Vijay Aski * Kurt DeMaagd * Daniel Kurdys

๐—ฆ๐—ฒ๐˜€๐˜€๐—ถ๐—ผ๐—ป ๐—œ๐—ป๐—ณ๐—ผ๐—ฟ๐—บ๐—ฎ๐˜๐—ถ๐—ผ๐—ป: This is one of many sessions from the Microsoft Ignite 2024 event. View even more sessions on-demand and learn about Microsoft Ignite at https://ignite.microsoft.com

BRK123 | English (US) | AI

MSIgnite

Serverless GenAI: building scalable RAG apps with Azure Cosmos DB | BRK193

In this session, weโ€™ll explore advanced strategies for scalable serverless RAG applications using Azure Cosmos DB and DiskANN. Topics include architecture simplification, data synchronization, scalability challenges, and multi-tenancy. Weโ€™ll discuss the latest developments in vector search, full-text search, and hybrid search in Azure Cosmos DB, showcasing real-world use cases from our customers like EY. Learn how to get started easily with LangChain and Semantic Kernel.

๐—ฆ๐—ฝ๐—ฒ๐—ฎ๐—ธ๐—ฒ๐—ฟ๐˜€: * Bhaskar Bhatt * James Codella * Zhe Li

๐—ฆ๐—ฒ๐˜€๐˜€๐—ถ๐—ผ๐—ป ๐—œ๐—ป๐—ณ๐—ผ๐—ฟ๐—บ๐—ฎ๐˜๐—ถ๐—ผ๐—ป: This is one of many sessions from the Microsoft Ignite 2024 event. View even more sessions on-demand and learn about Microsoft Ignite at https://ignite.microsoft.com

BRK193 | English (US) | Data

MSIgnite

Use AI with the latest Azure SQL innovations to transform your data | BRK192

GenAI applications and Copilots are transforming the SQL experience. Join us to learn how Microsoft delivers an optimal platform for new AI workloads using vectors and RAG patterns, while ensuring ROI, performance, and security your business demands today. Discover the latest innovations for Azure SQL for gen AI applications and database context-aware Copilots, powered by Azure SQL Database Hyperscale. Ensure your SQL estate is future-ready in this era of intelligent applications and analytics.

๐—ฆ๐—ฝ๐—ฒ๐—ฎ๐—ธ๐—ฒ๐—ฟ๐˜€: * John Tracy * Bob Ward * Muazma Zahid

๐—ฆ๐—ฒ๐˜€๐˜€๐—ถ๐—ผ๐—ป ๐—œ๐—ป๐—ณ๐—ผ๐—ฟ๐—บ๐—ฎ๐˜๐—ถ๐—ผ๐—ป: This is one of many sessions from the Microsoft Ignite 2024 event. View even more sessions on-demand and learn about Microsoft Ignite at https://ignite.microsoft.com

BRK192 | English (US) | Data

MSIgnite

Advanced RAG with LlamaIndex Azure AI Search and Azure AI Foundry | BRK106

In this session for AI devs (or those just getting started), you'll get a quick primer on RAG (Retrieval-Augmented-Generation) fundamentals, then learn how to use LlamaIndex and Azure AI Search to rapidly build, test, and evaluate Advanced RAG applications. Join us for practical information on RAG, popular retrieval strategies and setting up your first data-grounded AI application.

๐—ฆ๐—ฝ๐—ฒ๐—ฎ๐—ธ๐—ฒ๐—ฟ๐˜€: * Farzad Sunavala * Laurie Voss

๐—ฆ๐—ฒ๐˜€๐˜€๐—ถ๐—ผ๐—ป ๐—œ๐—ป๐—ณ๐—ผ๐—ฟ๐—บ๐—ฎ๐˜๐—ถ๐—ผ๐—ป: This is one of many sessions from the Microsoft Ignite 2024 event. View even more sessions on-demand and learn about Microsoft Ignite at https://ignite.microsoft.com

BRK106 | English (US) | AI

MSIgnite

Azure AI Search: RAG for better results larger scale faster answers | BRK105

Azure AI Search is a full-featured knowledge retrieval system, built to power enterprise-ready RAG applications. Join this session to learn about our latest announcements and our continuous momentum for delivering trend-setting search, superior retrieval quality and enabling RAG at scale.

๐—ฆ๐—ฝ๐—ฒ๐—ฎ๐—ธ๐—ฒ๐—ฟ๐˜€: * Pablo Castro

๐—ฆ๐—ฒ๐˜€๐˜€๐—ถ๐—ผ๐—ป ๐—œ๐—ป๐—ณ๐—ผ๐—ฟ๐—บ๐—ฎ๐˜๐—ถ๐—ผ๐—ป: This is one of many sessions from the Microsoft Ignite 2024 event. View even more sessions on-demand and learn about Microsoft Ignite at https://ignite.microsoft.com

BRK105 | English (US) | AI

MSIgnite

How AT&T delivers RAG at scale | BRK104

What does RAG at scale look like? When building your own copilot, how do you know your application is delivering the responses as designed? Join our session with AT&T, where Mark will share how they built a RAG knowledge management platform on Azure AI Search, powering hundreds of GenAI applications across the organization. We will show how RAG quality is measured, and the variety of use cases built on top of this RAG platform. See what RAG at scale truly looks like in production.

๐—ฆ๐—ฝ๐—ฒ๐—ฎ๐—ธ๐—ฒ๐—ฟ๐˜€: * Mark Austin * Ben Tezcan

๐—ฆ๐—ฒ๐˜€๐˜€๐—ถ๐—ผ๐—ป ๐—œ๐—ป๐—ณ๐—ผ๐—ฟ๐—บ๐—ฎ๐˜๐—ถ๐—ผ๐—ป: This is one of many sessions from the Microsoft Ignite 2024 event. View even more sessions on-demand and learn about Microsoft Ignite at https://ignite.microsoft.com

BRK104 | English (US) | AI

MSIgnite

Improving accuracy of GenAI apps with Azure Database for PostgreSQL | BRK190

The success of GenAI apps is decided by the accuracy of their responses. Using Retrieval Augmented Generation (RAG), you can improve accuracy by grounding GenAI app responses in your data. In this session, explore advanced RAG techniques in Azure Database for PostgreSQL including new vector search algorithms, parameter tuning, hybrid search, semantic ranking, and the GraphRAG approach. See how customers are using these techniques to deploy corporate development platform for GenAI apps.

๐—ฆ๐—ฝ๐—ฒ๐—ฎ๐—ธ๐—ฒ๐—ฟ๐˜€: * Maxim Lukiyanov * Orhun Oezbek * Jay Yang

๐—ฆ๐—ฒ๐˜€๐˜€๐—ถ๐—ผ๐—ป ๐—œ๐—ป๐—ณ๐—ผ๐—ฟ๐—บ๐—ฎ๐˜๐—ถ๐—ผ๐—ป: This is one of many sessions from the Microsoft Ignite 2024 event. View even more sessions on-demand and learn about Microsoft Ignite at https://ignite.microsoft.com

BRK190 | English (US) | Data

MSIgnite

Data for the era of AI: Build intelligent apps with Azure Cosmos DB | BRK226HG

From Chat GPT to the NBA to Mercedes-Benz, Azure Cosmos DB is enabling intelligent apps that change the way we live and work. Join us to learn from KPMG about how they built a generative AI-based assistant, and Bond Brand Loyalty on how they scale data to meet global customer demand, with Azure Cosmos DB. We'll explore capabilities like vector search and how to implement RAG pattern, along with improved elasticity, and greater scale.

To learn more, please check out these resources: * https://aka.ms/Ignite23CollectionsBRK226H * https://info.microsoft.com/ww-landing-contact-me-for-events-m365-in-person-events.html?LCID=en-us&ls=407628-contactme-formfill * https://aka.ms/azure-ignite2023-dataaiblog

๐—ฆ๐—ฝ๐—ฒ๐—ฎ๐—ธ๐—ฒ๐—ฟ๐˜€: * James Codella * Kirill Gavrylyuk * Maria Pallante * Mark Brown * Robert Finlayson * Anitha Adusumilli * Estefani Arroyo * Andrew Liu * Marko Hotti * Rodrigo Souza * Jason Fogaty

๐—ฆ๐—ฒ๐˜€๐˜€๐—ถ๐—ผ๐—ป ๐—œ๐—ป๐—ณ๐—ผ๐—ฟ๐—บ๐—ฎ๐˜๐—ถ๐—ผ๐—ป: This video is one of many sessions delivered for the Microsoft Ignite 2023 event. View sessions on-demand and learn more about Microsoft Ignite at https://ignite.microsoft.com

BRK226HG | English (US) | Data

MSIgnite