Learn everything about RAG with actual code
Summary
The author announces education-first documentation for the open-source RAG framework RAG Me Up, explaining RAG concepts with code and runnable examples.
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@GitHub_Daily: Want to understand how RAG really works? Online tutorials either skip steps or directly call cloud APIs, leaving the intermediate process invisible. RAG from Scratch breaks the entire pipeline into a dozen or so small experiments, each step running with local models—no black box. From text chunking, vectorization, retrieval to final generation, the code is all right there...
Introduces the open-source project RAG from Scratch, which fully breaks down the RAG pipeline through step-by-step local code experiments, covering text chunking, vectorization, retrieval, reranking, query rewriting and other advanced strategies, helping developers understand RAG implementation from the ground up.
@tom_doerr: Step-by-step notebooks for building RAG systems https://github.com/langchain-ai/rag-from-scratch…
A step-by-step notebook series for building RAG systems from scratch, covering indexing, retrieval, and generation, accompanied by a video playlist.
@mate_mattt: I built a real, runnable RAG project and a Notebook RAG practical course, breaking down RAG pixel by pixel: Markdown chunking → FTS5 / BM25 → Embedding vector search → Hybrid recall RRF → Cross-Encod…
This is a hands-on project for learning local RAG retrieval core from scratch, including Notebook and real runnable code. It covers the complete workflow: Markdown chunking, BM25, Embedding vector search, hybrid recall RRF, Cross-Encoder re-ranking, and comes with evaluation metrics.
@_rohit_tiwari_: I wasted months trying to understand RAG. So I created this clear step-by-step guide. https://drive.google.com/file/d/1…
A clear step-by-step guide to understanding Retrieval-Augmented Generation (RAG), covering explanations, visuals, and various architectures like Naïve RAG, Advanced RAG, Graph RAG, Multimodal RAG, and Agentic RAG.
Audio-first, deep-dive RAG Masterclass on YT it's called "Master RAG while you sleep"
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