Advanced RAG Techniques: Choosing the Right Approach

An understanding of the core principles of retrieval-augmented generation (RAG) and how it improves the accuracy of large language models

Familiarity with different RAG implementation approaches and how to choose the most suitable approach for specific applications

Hands-on experience implementing RAG models using LangChain

The ability to use advanced pre-retrieval optimization techniques for indexing and query optimization

Hands-on experience in post-retrieval processing methods, like RAG-fusion, to refine retrieved information for more accurate results

The ability to design and develop RAG-based chatbots