#Azure AI Search

Learn to build a ChatGPT-like application utilizing Azure OpenAI and Azure AI Search with Python. This project facilitates multi-turn chat interfaces and single-turn Q&A, employing your data with the Retrieval Augmented Generation pattern. Benefit from Azure's capabilities in indexing and document retrieval while supporting features like speech interaction and user authentication through Microsoft Entra.

This C# application demonstrates the integration of Azure OpenAI and Azure AI Search to facilitate ChatGPT-like interactions with enterprise data, utilizing the Retrieval Augmented Generation pattern for effective data access. It includes features such as voice chat and Q&A underpinned by sample data from a hypothetical company. Deployment is streamlined via GitHub Codespaces, with support for Azure services like Azure Blob Storage and Azure Monitor, making it adaptable to various enterprise AI needs.

This project illustrates the creation of applications similar to ChatGPT using Azure OpenAI and AI Search to improve enterprise data access. It employs the Retrieval Augmented Generation approach for efficient queries with citation support and source tracking. The project is fully equipped with sample data and settings for data preparation and prompt configuration, offering essential guidance for Azure deployment, feature enablement, and app operation in various environments.

RAG Experiment Accelerator offers a robust platform for researchers, data scientists, and developers to conduct and evaluate search experiments. With seamless integration with Azure AI Search, Azure Machine Learning, and Azure OpenAI, it supports query performance testing, strategic comparison, and hyperparameter optimization. The tool features experiment setup, versatile document loader options, query generation capabilities, and multiple search types to support in-depth analysis and report creation. The recent addition of a content sampling feature ensures representative sampling, improving experiment precision and accuracy.