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

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Download Docker Desktop ๐Ÿ‘‰ https://dockr.ly/4e7k8tQ Containerize your generative AI application ๐Ÿ‘‰ https://dockr.ly/3TsIndW Github repo: ๐Ÿ‘‰ https://github.com/thu-vu92/structured-rag-pdf.git Master Python for AI Projects ๐Ÿ‘‰ https://python-course-earlybird.framer.website/?&utm_source=pdf2dataai Get regular data science/ AI content in your inbox: https://thu-vu.ck.page/49c5ee08f6 ๐Ÿ”‘ TIMESTAMPS โ–€โ–€โ–€โ–€โ–€โ–€โ–€โ–€โ–€โ–€โ–€โ–€โ–€โ–€โ–€โ–€โ–€โ–€โ–€โ–€โ–€โ–€โ–€โ–€โ–€โ–€ 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 ๐Ÿ‘ฉ๐Ÿปโ€๐Ÿ’ป COURSES & RESOURCES โ–€โ–€โ–€โ–€โ–€โ–€โ–€โ–€โ–€โ–€โ–€โ–€โ–€โ–€โ–€โ–€โ–€โ–€โ–€โ–€โ–€โ–€โ–€โ–€โ–€โ–€ ๐Ÿ“– Google Advanced Data Analytics Certificate ๐Ÿ‘‰ https://imp.i384100.net/anK9zZ ๐Ÿ“– Google Data Analytics Certificate ๐Ÿ‘‰ https://imp.i384100.net/15v9y6 ๐Ÿ“– Learn SQL Basics for Data Science Specialization ๐Ÿ‘‰ https://imp.i384100.net/AovPnJ ๐Ÿ“– Excel Skills for Business ๐Ÿ‘‰ https://coursera.pxf.io/doPaoy ๐Ÿ“– Machine Learning Specialization ๐Ÿ‘‰ https://imp.i384100.net/RyjykN ๐Ÿ“– Data Visualization with Tableau Specialization ๐Ÿ‘‰https://imp.i384100.net/n15XWR ๐Ÿ“– Deep Learning Specialization ๐Ÿ‘‰ https://imp.i384100.net/zavBA0 ๐Ÿ“– Mathematics for Machine Learning and Data Science Specialization ๐Ÿ‘‰ https://imp.i384100.net/LXK0gj ๐Ÿ“– Applied Data Science with Python ๐Ÿ‘‰ 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

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129.0K

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4.4K

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Duration
36:24

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Published
Sep 19, 2024

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hd

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