Extracting Structured Data from PDFs with Python and Docker: Beginner AI Project

Learn how to extract structured data from PDFs using Python in this comprehensive AI project for beginners, including containerization with Docker. Download Docker Desktop, containerize your AI application, and access the GitHub repository for full implem

Extracting Structured Data from PDFs with Python and Docker: Beginner AI Project
Thu Vu
129.0K views β€’ Sep 19, 2024
Extracting Structured Data from PDFs with Python and Docker: Beginner AI Project

About this video

Download Docker Desktop πŸ‘‰ https://dockr.ly/4e7k8tQ
Containerize your generative AI application πŸ‘‰ https://dockr.ly/3TsIndW

Github repo: πŸ‘‰ https://github.com/thu-vu92/structured-rag-pdf.git
Master Python for AI Projects πŸ‘‰ https://python-course-earlybird.framer.website/?&utm_source=pdf2dataai
Get regular data science/ AI content in your inbox: https://thu-vu.ck.page/49c5ee08f6

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0:00 - Introduction to RAG
1:03 - Video outline
2:18 - Why RAG is useful
5:05 - Setting up project & Get API key
10:48 - Define LLM
12:16 - Process PDF document
13:43 - Split document
17:11 - Create text embeddings
20:18 - Vector database
23:43 - Query database
24:32 - Generate response
28:49 - Create Streamlit app
29:36 - Deploy app with Docker


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Views

129.0K

Likes

4.4K

Duration

36:24

Published

Sep 19, 2024

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