Chapter 3, Building Index-Based RAG with LlamaIndex, Deep Lake, and OpenAI
- Do indexes increase precision and speed in retrieval-augmented generative AI?
Yes, indexes make retrieval faster and more accurate.
- Can indexes offer traceability for RAG outputs?
Yes, indexes allow tracing back to the exact data source.
- Is index-based search slower than vector-based search for large datasets?
No, index-based search is faster and optimized for large datasets.
- Does LlamaIndex integrate seamlessly with Deep Lake and OpenAI?
Yes, LlamaIndex, Deep Lake, and OpenAI work well together.
- Are tree, list, vector, and keyword indexes the only types of indexes?
No, these are common, but other types exist as well.
- Does the keyword index rely on semantic understanding to retrieve data?
No, it retrieves based on keywords, not semantics.
- Is LlamaIndex capable of automatically...