Analyzing PDF Files with Your Private Chat-GPT
Extracting and Understanding PDF Content with LLMs
This episode delves into how to extract and summarize information from PDF files using local Large Language Models (LLMs), specifically focusing on the use of open WebUi with Ollama and LLama3. The host demonstrates this process through two examples: an invoice and a long document about product management. The demonstration includes uploading the PDFs, querying the LLM for specific information such as due dates, amounts due, bank details, services provided, and taxes for the invoice, and for the longer document, highlights, discussions on product management tools, and summaries of chapters on product roadmaps. The video showcases the potential of LLMs in processing unstructured data from PDFs, even in an offline, local setup, and emphasizes the importance of asking precise questions to efficiently extract relevant information.
00:00 Introduction to Working with Local LLMs and PDF Files
01:18 Extracting Information from an Invoice PDF
02:36 Verifying Extracted Information and Exploring More Questions
05:23 Diving Into a Long Document: Extracting and Verifying Information
10:10 Concluding Thoughts and Future Directions
Links used in the video
https://slicedinvoices.com/pdf/wordpr...
https://startinfinity.com/downloads/P...
Questions asked from Invoice PDF
- When is the invoice due and how much amount needs to be paid?
- Are there any bank details so that I can pay the amount?
- For which service I am paying the amount?
- Are there any taxes on top of the service? can you show me the calculation?
Questions asked from Product Management PDF
- What are some highlights from this book?
- Are there any product management tools discussed in this book?
- Did this book touched upon product roadmap? If yes, what is the summary for that chapter
Tag
PDF files, extract information, local LLMs, invoice extraction, document summarization, open WebUI, Ollama, LLama3, PDF processing, question-answering, due date, payment amount, bank details, web design service, taxes calculation, binary PDF file, product management, user stories, competitive goals, product roadmap
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