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RAG Techniques

by @product-on-purpose

A catalogue of advanced Retrieval-Augmented Generation techniques, each with a detailed, runnable notebook tutorial.

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Installation & usage

README summary

A catalogue of advanced Retrieval-Augmented Generation techniques, each with a detailed, runnable notebook tutorial.

Advanced Retrieval-Augmented Generation techniques, each as a detailed notebook tutorial. Chunking strategies, query transformations, reranking, hierarchical and graph RAG, self-RAG, corrective RAG, agentic RAG. Implementations with LangChain and LlamaIndex. A shared evaluation harness. Runtime: Python

Auto-extracted from the repository README. The authoritative steps live in the repository on GitHub.

Full README

RAG Techniques

Advanced Retrieval-Augmented Generation techniques, each as a detailed notebook tutorial.

What's inside

  • Chunking strategies, query transformations, reranking, hierarchical and graph RAG, self-RAG, corrective RAG, agentic RAG
  • Implementations with LangChain and LlamaIndex
  • A shared evaluation harness

Runtime: Python

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