Retrieval Quality & RAG Applications: sections and modules
End-to-End RAG Systems
Build an end-to-end RAG system over JSONL and PDF sources.
- Lessons
- 7 lessons
- By
- Sourav Banerjee
- Prerequisites
- None
Lessons
Start modulePractise and Check
- Deliverable
- Module lab, AI research assistant: package ingestion, retrieval, structured answers with citations and session history into one class (05/10/11).
- Assessment
- Answer the five Interview questions without notes, then run the lab.
- Interview probe
- A Larkspur customer forwards a support answer about annual-plan refunds. Its citation quotes "Annual plans are fully refundable for 30 days" and points to page 0 of the handbook. Neither the sentence nor a page 0 exists. What happened, and what do you change?
- Common mistakes
- Giving the model no permitted way to say it does not know
- Answering averages from top-k rows instead of routing to a query engine
- Retrieving twice with
RunnableParallel, so shown sources differ from the context
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