RAG Evaluation Using Ragas

Best Practices RAG with Milvus vector database, part 1

Left: image by Microsoft Designer, drawn on March 18, 2024, with the prompt “Retrieval Augmented Generation components starting with docs, ending with LLM answer as a stained glass window”. Right: image by author depicting RAG evaluation.

Retrieval, a cornerstone of Generative AI systems, is still challenging. Retrieval Augmented Generation, or RAG for short, is an approach to building AI-powered chatbots. These bots answer questions based on data the AI model, an LLM, has been trained on, augmented by snippets of your own data, retrieved typically through…