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ikatsov committed Jan 24, 2024
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"tags": []
},
"source": [
"# Retrieval-augmented Generation (RAG) Using LLMs \n",
"# Retrieval-augmented Generation (RAG)\n",
"\n",
"This notebook provides several prototypes of a Retrieval-Augmented Generation (RAG) system. \n",
"This notebook provides several prototypes of a Retrieval-Augmented Generation (RAG) system. We use product data analytics use cases as a running example.\n",
"\n",
"### Use Case\n",
"We have a large collection of documents and want to use LLM to summarize these documents, answer standalone questions based on the document content, or answer questions in a conversational mode. Examples include a sales assistant that answers customers' questions about company's products, coding assistant that answers developers' questions about the codebase, and legal assistant that answers questions about regulations. \n",
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