LABINTERMEDIATE

Document Ingestion Pipeline

Build a document ingestion pipeline for Markdown and PDF documents with chunking strategies, metadata extraction, and vector storage.

60 minutes
ai-infrastructure/rag
Document Ingestion Pipeline - Platform Engineering Hands-On Lab Icon

Lab Overview

This hands-on lab teaches you to build a complete document ingestion pipeline.

You'll learn to:

  • Create document loaders for Markdown and text files
  • Implement recursive and markdown-aware chunking strategies
  • Extract metadata from document structure
  • Embed and store chunks in Chroma vector database

This lab connects to the vector database you deployed previously.

Prerequisites

vector-database-deployment

chunking-strategies-lesson

Technologies Covered

document-processingchunkingembeddingschromapythonrag

Part of a Course

This lab is part of the RAG Architectures and Vector Databases course

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  • Access to all courses and bootcamps
  • Video lessons with closed captions
  • Interactive quizzes and assessments
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Hands-On Labs

  • Browser-based cloud labs
  • Pre-configured VMs ready to use
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  • Multi-VM realistic scenarios

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  • Managed AWS Account included
  • Pre-configured environments
  • Real-world cloud scenarios

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  • Everything runs in your browser
  • No software installation needed
  • Automatic environment provisioning
  • Works on any device

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