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Projects

1. SQL AI Agent with Azure OpenAI Integration

   This project showcases the development of an SQL AI Agent using Azure's OpenAI services. It enables interaction with both SQL Server and SQLite databases, providing intelligent SQL query capabilities and detailed responses to user inquiries. Key features include:

   • Azure OpenAI Integration: Generates intelligent responses and executes SQL queries.
   • Dual Database Support: Interacts with SQL Server and SQLite databases.
   • Memory Management: Maintains conversation history using ConversationBufferMemory.
   • Tool Integration: Runs SQL queries, describes table structures, writes reports, and handles personal messages.
   • Text Embedding: Utilizes a TextEmbedder class to generate text embeddings via Cohere's API.

   This project offers a robust foundation for integrating advanced SQL querying and data analysis capabilities into AI-driven applications.

2. InfoRefine(AdvancedRAG)

   InfoRefine is a Retrieval-Augmented Generation (RAG) system designed to produce accurate and contextually relevant information. It combines Chroma DB for efficient retrieval, TAVILY for web searches, LangSmith for monitoring, and Pytest for robust testing. The system refines information through a multi-step process, ensuring high-quality output.

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