Anthropic’s New RAG Approach. If you want a more detailed article… | by Barhoumi Mosbeh | Sep, 2024 | Towards AI
If you want a more detailed article about RAG from scratch or if you are new to RAG, feel free to check this article first: pub.towardsai.net LLMs are super-powerful tools. I remembered the first time ChatGPT was released, I was saying hell no, I will lose my job (before even getting one), but… then I saw it struggling to pick the right CUDA version for Ubuntu just like the rest of us :) Anyway, if you ask someone who doesn’t know much about AI about ChatGPT, they might say it’s just retrieving answers from the internet like a semantic search. Well, almost, but it’s a bit more complex. These models aren’t retrieving the next word from a database you can instantly point to; they’ve compressed vast amounts of information into their weights, and they literally predict every single word (sub-word). Even though these LLMs are very powerful in chatting and answering questions, such as writing APIs using Flask or preparing unit tests for us, they struggle in specific domains. While Large Lang
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