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Mohamad Al Sayed on Instagram: "What is multimodal RAG? Retrieval Augmented Generation is a powerful technique used in all AI chat bots/agents. However, as AI engineers we have to understand how to build Multimodal RAGs where users can ask questions about images and text🔥 This video highlights how to build Multimodal RAGs using two approaches. My favourite is the second one because i get to see how the LLM is describing the images/charts etc.. I can also modify the prompts depending on the type
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Mohamad Al Sayed on Instagram: "What is multimodal RAG? Retriev…
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Instagramsayed.developer
Most RAG systems only return text from your knowledge base. But what about images and diagrams in your documents? The key is to extract all of these and save them as images on your file server. When you upload these documents to your vector store, include the image URLs either within the content itself or as chunk metadata. That way, when your AI agent retrieves chunks from the knowledge base, it gets both the text content and the image URL. The result is that your AI agent can actually render i
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