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Building and Evaluating Advanced RAG

https://learn.deeplearning.ai/building-evaluating-advanced-rag/

Learn how to efficiently bring Retrieval Augmented Generation (RAG) into production by enhancing retrieval techniques and mastering evaluation metrics.

  • Learn methods like sentence-window retrieval and auto-merging retrieval, improving your RAG pipeline’s performance beyond the baseline.
  • Learn evaluation best practices to streamline your process, and iteratively build a robust system.
  • Dive into the RAG triad for evaluating the relevance and truthfulness of an LLM’s response:Context Relevance, Groundedness, and Answer Relevance.