Leveraging PostgreSQL with RAG

This course provides a comprehensive overview of leveraging PostgreSQL—a popular open-source database management system—with RAG (retrieval-augmented generation) by utilizing vanna.ai for building question-answering systems. Gain an understanding of RAG architecture, learn how to set up a PostgreSQL database, retrieve data from PostgreSQL using SQL, and Python, integrate RAG with PostgreSQL, query with RAG, fine-tune the RAG model on domain-specific data, and deploy the solution. The course also covers topics such as data preprocessing, indexing, retrieval, generation, fine-tuning, and deployment, with hands-on examples and code snippets to reinforce the concepts.