Jupyter notebooks for course Building and Evaluating Advanced RAG Applications, taught by Jerry Liu (Co-founder and CEO of LlamaIndex) and Anupam Datta (Co-founder and chief scientist of TruEra).
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.
https://www.deeplearning.ai/short-courses/building-evaluating-advanced-rag/
- LlamaIndex - Data Framework for LLM Applications - https://www.llamaindex.ai/
- TruEra - leader in ML monitoring, testing, and quality management - https://truera.com/