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title: "Discussion on \"Build a RAG Pipeline from Scratch in Python: A Step-by-Step Guide\" | Hashnode"
description: "Discussion on \"Build a RAG Pipeline from Scratch in Python: A Step-by-Step Guide\". Turn any folder of documents into an AI that actually knows what it's talking about — no hallucinations, no expensive services, just Python and your own data."
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---

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# [Build a RAG Pipeline from Scratch in Python: A Step-by-Step Guide](https://akhileshpothuri.hashnode.dev/build-a-rag-pipeline-from-scratch-in-python-a-step-by-step-guide?utm_source=hashnode&utm_medium=feed)

Turn any folder of documents into an AI that actually knows what it's talking about — no hallucinations, no expensive services, just Python and your own data.

Apr 10 · 10 min read · akhileshpothuri.hashnode.dev  
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-   [#python](https://hashnode.com/tag/python)
-   [#machine-learning](https://hashnode.com/tag/machine-learning)
-   [#rag](https://hashnode.com/tag/rag)
-   [#llm](https://hashnode.com/tag/llm)
-   [#artificial-intelligence](https://hashnode.com/tag/artificial-intelligence)

## Written by

[pothuriakhilesh](https://hashnode.com/@akhileshpothuri)

@akhileshpothuri · North Carolina, US

  
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Machine Learning Engineer specializing in Generative AI at Verizon, driving innovation through solutions

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