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This text will present you how you can make an RAG system that makes your knowledge simply accessible by way of prompting.
A RAG system is an progressive strategy to info retrieval. It makes use of conventional info retrieval approaches like vector similarity search mixed with state-of-the-art massive language mannequin expertise. Mixed, these applied sciences make up a sturdy system that may entry huge quantities of data from a easy immediate.
My motivation for this text is my frustration when looking for an previous mail. I sometimes have some details about the mail, like who the correspondent was or vaguely what the subject of the e-mail was. Nonetheless, I should be extra particular when doing a direct phrase search in Gmail, which makes discovering the precise mail I’m searching for difficult. I want to have a RAG system that permits me to immediate my emails to seek for them. So, if I wanted an previous e-mail from my college a couple of topic, I might immediate one thing like “What technical course did I enroll in throughout my second yr at NTNU?”. An equal direct phrase search to this immediate is difficult since I want extra particular info in my immediate. As a substitute, a RAG system might discover the mail, given it has all…
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