KNOWLEDGE NOTES

Knowledge Notes

Explore curated knowledge, course notes and methods, with their existing content and sources preserved.

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350knowledge notes
AI Engineering / Large language model learning

LLM Interviews / Complete Special Topic on RAG (Retrieval-Augmented Generation)

A full collection of 14 special-topic PDFs on RAG (Retrieval-Augmented Generation) for LLM interviews. Covers RAG fundamentals (why an external knowledge base is needed / the R/A/G three modules) + LangChain RAG hands-on practice + large model external knowledge bases + RAG experience-based interview questions + PDF parsing + table recognition + text chunking + large model-assisted recall (HYDE) + hard negative sample mining + RAG evaluation + RAG optimization strategies + key pain points of RAG + RAG-Fusion + Graph RAG + 8 optimizations for long-term memory in multi-turn conversations

RAGRetrieval EvaluationKnowledge baseEnglish edition