Learning roadmap· 100% match
RAG: Answers grounded in your own docs
The technique that turns "AI hallucinates about my docs" into "AI knows my docs cold".
6 stages~12 h
That leaves 6 stages, ~12 hours of focused work. You can clear it in any order, but the stages compound — try them top-to-bottom your first time.
- Conceptsembeddingvector-spacecosine-similaritydimensionalityLab task
A page that embeds 20 sentences and lets you find the nearest neighbours of any one.
CheckpointYou can predict which 2 of 5 sentences will be closest in embedding space.
What you'll be able to do
- Stand up a working RAG pipeline against your own data.
- Diagnose retrieval misses by chunk vs embedding vs query.
- Know when hybrid search beats pure dense retrieval.
Or try a related path