Vector Database Impact on RAG Efficiency: A Simple Overview

I explain the importance of Vector DB for RAG implementation. I show with a simple example, how data retrieval from Vector DB could affect LLM performance. Before data is sent to LLM, you should verify if quality data is fetched from Vector DB.

GitHub repo:
https://github.com/katanaml/llm-mistral-invoice-cpu/tree/main

0:00 Intro
0:35 Sample data
1:35 Code
1:58 Data split
2:35 Vector DB retrieval
6:57 Summary

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data database efficiency example github github repo impact implementation importance intro llm llm performance overview performance quality quality data rag retrieval sample show simple vector vector database verify