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

Thu Vu
129.0K views β’ Sep 19, 2024

About this video
Download Docker Desktop π https://dockr.ly/4e7k8tQ
Containerize your generative AI application π https://dockr.ly/3TsIndW
Github repo: π https://github.com/thu-vu92/structured-rag-pdf.git
Master Python for AI Projects π https://python-course-earlybird.framer.website/?&utm_source=pdf2dataai
Get regular data science/ AI content in your inbox: https://thu-vu.ck.page/49c5ee08f6
π TIMESTAMPS
ββββββββββββββββββββββββββ
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
π©π»βπ» COURSES & RESOURCES
ββββββββββββββββββββββββββ
π Google Advanced Data Analytics Certificate π https://imp.i384100.net/anK9zZ
π Google Data Analytics Certificate π https://imp.i384100.net/15v9y6
π Learn SQL Basics for Data Science Specialization π https://imp.i384100.net/AovPnJ
π Excel Skills for Business π https://coursera.pxf.io/doPaoy
π Machine Learning Specialization π https://imp.i384100.net/RyjykN
π Data Visualization with Tableau Specialization πhttps://imp.i384100.net/n15XWR
π Deep Learning Specialization π https://imp.i384100.net/zavBA0
π Mathematics for Machine Learning and Data Science Specialization π https://imp.i384100.net/LXK0gj
π Applied Data Science with Python π https://imp.i384100.net/gbxOqv
As a member of the Amazon and Coursera Affiliate Programs, I earn a commission from qualifying purchases on the links above. By using the links you help support this channel at no cost for you.
#ai #rag #python #datascience #ThuVu
Containerize your generative AI application π https://dockr.ly/3TsIndW
Github repo: π https://github.com/thu-vu92/structured-rag-pdf.git
Master Python for AI Projects π https://python-course-earlybird.framer.website/?&utm_source=pdf2dataai
Get regular data science/ AI content in your inbox: https://thu-vu.ck.page/49c5ee08f6
π TIMESTAMPS
ββββββββββββββββββββββββββ
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
π©π»βπ» COURSES & RESOURCES
ββββββββββββββββββββββββββ
π Google Advanced Data Analytics Certificate π https://imp.i384100.net/anK9zZ
π Google Data Analytics Certificate π https://imp.i384100.net/15v9y6
π Learn SQL Basics for Data Science Specialization π https://imp.i384100.net/AovPnJ
π Excel Skills for Business π https://coursera.pxf.io/doPaoy
π Machine Learning Specialization π https://imp.i384100.net/RyjykN
π Data Visualization with Tableau Specialization πhttps://imp.i384100.net/n15XWR
π Deep Learning Specialization π https://imp.i384100.net/zavBA0
π Mathematics for Machine Learning and Data Science Specialization π https://imp.i384100.net/LXK0gj
π Applied Data Science with Python π https://imp.i384100.net/gbxOqv
As a member of the Amazon and Coursera Affiliate Programs, I earn a commission from qualifying purchases on the links above. By using the links you help support this channel at no cost for you.
#ai #rag #python #datascience #ThuVu
Tags and Topics
Browse our collection to discover more content in these categories.
Video Information
Views
129.0K
Likes
4.4K
Duration
36:24
Published
Sep 19, 2024
User Reviews
4.7
(25) Related Trending Topics
LIVE TRENDSRelated trending topics. Click any trend to explore more videos.