TruEra@truera_ai
Tens of thousands of developers have already signed up for this short course on #RAGapps on @DeepLearningAI.
Learn how to build *and* iterate a RAG app so that it's production ready. It's free - enroll now!
#GenAI #LLMapps #RAG #AIQuality #TrustworthyAI
Andrew Ng @AndrewYNgNew short course on sophisticated RAG (Retrieval Augmented Generation) techniques is out! Taught by @jerryjliu0 and @datta_cs of @llama_index and @truera_ai , this teaches advanced techniques that help your LLM generate good answers. Topics include: - Sentence-window retrieval, which retrieves not just the most relevant sentence, but a window of sentences around it for higher quality context. - Auto-merging retrieval, which organizes your document into a hierarchical tree structure, where each parent node's text is split among its child nodes. Based on the relevance of the child nodes to a user query, this lets you better decide whether the entire parent node should be provided as context to the LLM. - Evaluation methodology for separately evaluating the quality of the key steps of RAG (context relevance, answer relevance, groundedness) so that you can perform error analysis, identify which part of your pipeline needs work, and tune components systematically. Please check out the course!
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