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Goodbye Text-Based RAG, Hello Vision AI: Introducing LocalGPT Vision!

2024-10-08 Science & Technology
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Prompt Engineering
Prompt Engineering
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Description

In this video, we introduce LocalGPT Vision, a vision-based RAG system designed to change document interaction by going beyond text-based retrieval augmented generation (RAG). With LocalGPT Vision, you can extract information from images, tables, and complex visual data with ease, making it perfect for advanced AI-powered document processing. LINKS: https://github.com/PromtEngineer/localGPT-Vision 💻 RAG Beyond Basics Course: https://prompt-s-site.thinkific.com/courses/rag Let's Connect: 🦾 Discord: https://discord.com/invite/t4eYQRUcXB ☕ Buy me a Coffee: https://ko-fi.com/promptengineering |🔴 Patreon: https://www.patreon.com/PromptEngineering 💼Consulting: https://calendly.com/engineerprompt/consulting-call 📧 Business Contact: [email protected] Become Member: http://tinyurl.com/y5h28s6h 💻 Pre-configured localGPT VM: https://bit.ly/localGPT (use Code: PromptEngineering for 50% off). Signup for Newsletter, localgpt: https://tally.so/r/3y9bb0 00:00 Introduction to LocalGPT Vision 00:22 Why Vision-Based RAG? 01:45 How LocalGPT Vision Works 04:51 Setting Up LocalGPT Vision 05:42 Running LocalGPT Vision 09:37 Using LocalGPT Vision 14:54 Limitations and Failure Points 17:17 Conclusion and Future Updates All Interesting Videos: Everything LangChain: https://www.youtube.com/playlist?list=PLVEEucA9MYhOu89CX8H3MBZqayTbcCTMr Everything LLM: https://youtube.com/playlist?list=PLVEEucA9MYhNF5-zeb4Iw2Nl1OKTH-Txw Everything Midjourney: https://youtube.com/playlist?list=PLVEEucA9MYhMdrdHZtFeEebl20LPkaSmw AI Image Generation: https://youtube.com/playlist?list=PLVEEucA9MYhPVgYazU5hx6emMXtargd4z

Top Comments (10)

@brijeshkumarsingh07 2024-10-08

Nice work first of all !! RAG (Retrieval-Augmented Generation) systems work well for general applications where summarizing content is more important than getting highly accurate results. However, when you need precise or deterministic answers, RAG systems might not be reliable, especially when dealing with large amounts of data. They can struggle with accuracy and scale, making them less suitable for scenarios where correctness is crucial.

10 5 replies
@IdPreferNot1 2024-10-08

Great stuff. Once i saw colpali, i thought this would be the future of RAG.

6 1 replies
@HassanAllaham 2024-10-08

Very useful and it includes a very nice and clever idea.. thanks for the good content and thanks for LocalGPT Vision... It deserve a very big star 🌹🌹🌹

1 1 replies
@nikhilbwadibhasme 2024-12-11

should be docker available for this git repo!

1
@VerdonTrigance 2024-10-08

My issue with LocalGPT was inability to upload multiple files. But I see right now you've fixed that. Interesting...

1
@RunningStallion-o6u 2024-10-08

Impressive! Nice Job. Thanks.

0 1 replies
@kees6 2024-10-08

Awesome work

0
@maloukemallouke9735 2024-10-09

perfect

0
@barackobama4552 2024-10-10

Thanks!

0
@sudabadri7051 2024-10-11

This is awesome thanks

0

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