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 # RAG From Scratch
 
-Retrieval augmented generation (RAG) comes is a general methodology for connecting LLMs with external data sources. 
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-These notebooks accompany a video series will build up an understanding of RAG from scratch, starting with the basics of indexing, retrieval, and generation. 
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-It will build up to more advanced techniques to address edge cases or challenges in RAG:
+Retrieval augmented generation (RAG) comes is a general methodology for connecting LLMs with external data sources. These notebooks accompany a video series will build up an understanding of RAG from scratch, starting with the basics of indexing, retrieval, and generation. It will build up to more advanced techniques to address edge cases or challenges in RAG:
 ![rag_detail_v2](https://github.com/langchain-ai/rag-from-scratch/assets/122662504/54a2d76c-b07e-49e7-b4ce-fc45667360a1)
 
 Video playlist: