Showing results for Azure OpenAI - Azure SQL Devs’ Corner

Jan 8, 2025
0
2

Building a RAG-Based Smart Memory Application with Azure SQL Database

Arun Vijayraghavan Davide Mauri Muazma Zahid
Arun,
Davide,
Muazma

Project Mission The way people work and manage information is changing rapidly in our digital age. More and more people are struggling to keep track of all the online resources they use daily. They need a better way to save, organize, and retrieve important information from websites, articles, and other online sources. This is especially true fo...

Azure SQLAIPython
Nov 19, 2024
0
4

LangChain Integration for Vector Support for SQL-based AI applications

Pooja Kamath
Pooja Kamath

LangChain Integration for Vector Support for Azure SQL and SQL database in Microsoft Fabric Microsoft SQL now supports native vector search capabilities in Azure SQL and SQL database in Microsoft Fabric. We also released the langchain-sqlserver package, enabling the management of SQL Server as a Vectorstore in LangChain. In this step-by-step tutor...

Azure SQLAIPython
Nov 6, 2024
2
2

RAG with SQL Vector Store: A Low-Code/No-Code Approach using Azure Logic Apps

Divya Swarnkar Pooja Kamath Davide Mauri
Divya,
Pooja,
Davide

Data is at the heart of every AI application, and efficient data ingestion is critical for success. With over 1,400 enterprise connectors, Logic Apps offers unmatched access to a diverse range of systems, applications, and databases, whether hosted in the cloud or on-premises. These connectors give businesses the flexibility to keep their data wher...

Azure SQLAIVectors
Nov 6, 2024
14
6

Exciting Announcement: Public Preview of Native Vector Support in Azure SQL Database!

Pooja Kamath Davide Mauri
Pooja,
Davide

Public Preview of Native Vector Support in Azure SQL Database We are excited to share that the dedicated vector data type in Azure SQL Database, which was previously available through the Early Adopter Preview, is now transitioning to Public Preview! As of today, the Vector data type and its associated functions are accessible to everyone, automat...

AIAzure SQLVectors
Oct 1, 2024
3
5

Smart Resume Matching: Document RAG with Azure SQL DB & Document Intelligence

Pooja Kamath
Pooja Kamath

Hey Azure SQL enthusiasts! 👋 We had a hiring event last week, and as I was going through a stack of digital resumes, I thought, "There has to be an easier way to do this." That's when it hit me—why not use Azure SQL DB’s new vector data type to revolutionize our hiring process? Not only could we find the perfect candidate faster, but we could al...

Azure SQLAIPython
Sep 26, 2024
0
3

Build a chatbot on your own data in 1 hour with Azure SQL, Langchain and Chainlit

Davide Mauri
Davide Mauri

Chatbots are the hot topic lately, and now you can create them easily by downloading solutions like OpenWebUI, connect it to Ollama or any OpenAI compatible API, choose your favorite language model, and then run it. It just takes a few minutes and it's done. But building chatbots is not enough, you most likely want to build a chatbot on your own...

AIAzure SQLVectors
Aug 26, 2024
0
2

Retrieval Augmented Generation with Azure SQL

Davide Mauri
Davide Mauri

Retrieval Augmented Generation, or RAG, is one of the hottest topics at the moment as it opens up the possibility of interacting with data using natural language, which is a long-time dream finally coming true. It is very likely that a lot of your data is already stored or will be stored in Azure SQL, so a common request is to have an exampl...

Azure SQLAIVectors
Jun 4, 2024
1
3

Unleashing the Potential of Generative AI in Azure SQL Database

Sanjay Mishra
Sanjay Mishra

Generative AI is not just a technological advancement; it's a paradigm shift that is redefining the landscape of customer interaction. Azure SQL Database stands at the forefront of this revolution, offering unparalleled opportunities to harness the power of "your data" in crafting state-of-the-art applications. As we stand at the cusp of an AI r...

Azure SQLAIOpenAI
May 21, 2024
5
8

Announcing EAP for Vector Support in Azure SQL Database

Pooja Kamath Davide Mauri
Pooja,
Davide

We are super excited to announce the Early Adopter Preview of Native Vector Support in Azure SQL Database and are currently accepting requests from customers who wish to participate. Latest update - 06 November 2024 Vector Support is now available as Public Preview! Read the announcement here: Public Preview of Native Vector Support in Azure ...

Azure SQLAIVectors
Apr 18, 2024
0
0

Vector Search Optimization via KMeans, Voronoi Cells and Inverted File Index (aka “Cell-Probing”)

Davide Mauri
Davide Mauri

In a previous article I already mentioned how vectors can be easily stored in Azure SQL already and how to calculate dot product and cosine distance using just T-SQL. In this article I will show how to improve the performance in vector search by using a technique that has many name but is really based on something very well know already: KMeans Clu...

AIAzure SQLPython