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This repo hosts samples meant to help design AI applications built on data from an Azure SQL Database. We illustrate key technical concepts and demonstrate workflows that integrate Azure SQL data with other popular AI application components inside and outside of Azure.

License: MIT License

Jupyter Notebook 10.50% Python 6.52% HTML 81.25% Jinja 1.72%
azure azurecognitivesearch azuresql azuresqldb promptflow

azure-sql-ai-sample's Introduction

SQL-AI-samples

About this repo

This repo hosts samples meant to help design AI applications built on data from an Azure SQL Database. We illustrate key technical concepts and demonstrate workflows that integrate Azure SQL data with other popular AI application components inside and outside of Azure.

Description of samples

Azure SQL ACS Samples

The AzureSQL_CogSearch_IntegratedVectorization sample notebook shows a simple AI application that recommends products based on a database of user reviews, using Azure Cognitive Search to store and search the relevant data. It highlights new preview features of Azure Cognitive Search, including automatic chunking and integrated vectorization of user queries.

Azure SQL Promptflow Samples

The AzureSQL_PromptFlow sample shows an E2E example of how to build AI applications with Prompt Flow, Azure Cognitive Search, and your own data in Azure SQL database. It includes instructions on how to index your data with Azure Cognitive Search, a sample Prompt Flow local development that links everything together with Azure OpenAI connections, and also how to create an endpoint of the flow to an Azure ML workspace.

Getting started

See the description in each sample for instructions (projects will have either a README file or instructions in the notebooks themselves.)

Trademarks

This project may contain trademarks or logos for projects, products, or services. Authorized use of Microsoft trademarks or logos is subject to and must follow Microsoft's Trademark & Brand Guidelines. Use of Microsoft trademarks or logos in modified versions of this project must not cause confusion or imply Microsoft sponsorship. Any use of third-party trademarks or logos are subject to those third-party's policies.

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