About the guide
The advanced Retrieval-Augmented Generation (RAG) techniques e-book provides an overview of different techniques to improve the performance of your RAG application. It covers techniques along all stages of the RAG pipeline, including:
- Indexing optimization techniques (data pre-processing, chunking strategies)
- Pre-retrieval optimization techniques (query transformation, query decomposition, query routing)
- Retrieval optimization techniques (metadata filtering, excluding vector search outlier, hybrid search, embedding model fine-tuning)
- Post-retrieval optimization techniques (re-ranking, context post-processing, prompt engineering, LLM fine-tuning)
