---
title: "Discussion on \"How I Extract PDF Text, Generate Embeddings, and Store Them in Chroma (Beginner-Friendly Guide)\" | Hashnode"
description: "Discussion on \"How I Extract PDF Text, Generate Embeddings, and Store Them in Chroma (Beginner-Friendly Guide)\". Introduction"
url: "https://hashnode.com/posts/how-i-extract-pdf-text-generate-embeddings-and-store-them-in-chroma-beginner-friendly-guide/686e2f9e6c6e997e8e7567e2"
---

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Discussion

# [How I Extract PDF Text, Generate Embeddings, and Store Them in Chroma (Beginner-Friendly Guide)](https://ucode.hashnode.dev/how-i-extract-pdf-text-generate-embeddings-and-store-them-in-chroma-beginner-friendly-guide?utm_source=hashnode&utm_medium=feed)

Introduction

Jul 9, 2025 · 4 min read · ucode.hashnode.dev  
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-   [#relativity-search](https://hashnode.com/tag/relativity-search)
-   [#vector-database](https://hashnode.com/tag/vector-database)
-   [#similarity-search](https://hashnode.com/tag/similarity-search)
-   [#chromadb](https://hashnode.com/tag/chromadb)
-   [#knowledge-base](https://hashnode.com/tag/knowledge-base)
-   [#knowledge-base-integration](https://hashnode.com/tag/knowledge-base-integration)
-   [#chatbot](https://hashnode.com/tag/chatbot)
-   [#rag](https://hashnode.com/tag/rag)
-   [#relativity](https://hashnode.com/tag/relativity)
-   [#pdf](https://hashnode.com/tag/pdf)
-   [#embedding](https://hashnode.com/tag/embedding)
-   [#vector-embeddings](https://hashnode.com/tag/vector-embeddings)
-   [#vectorsearch](https://hashnode.com/tag/vectorsearch)
-   [#pymupdf](https://hashnode.com/tag/pymupdf)
-   [#sentence-transformer](https://hashnode.com/tag/sentence-transformer)

## Written by

[Najmussahar kazmi](https://hashnode.com/@najmcoder)

@najmcoder

  
[View profile](https://hashnode.com/@najmcoder)

“Learning, building, sharing" “Documenting my journey from bugs to builds

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