Advanced-RAG/README.md
2023-11-20 23:07:49 +00:00

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# Advanced RAG
**What is RAG?**
Retrieval augmented generation (RAG) is a natural language processing (NLP) technique that employes the capabilities of retrieval and generative based AI models.
**What is Naive RAG?**
Naive RAG often refers to splitting documents into chunks, embedding them, and retrieving chunks based on semantic similarity search to a user question.
It's simple, but of poor overall performance.
**That's why we need Advanced RAG.**
In this tutorials (Advanced RAG), we will learn the techniques and best practices in RAG application development, that can improve the quality of the RAG.
It's crucial to the success of a RAG application.