Video course · 14 chapters · 97 min · certificate
RAG Fundamentals and Advanced Techniques – Full Course
RAG from fundamentals to advanced techniques: RAG components, a deep dive, building a chat-with-your-documents app, the pitfalls of naive RAG, and query expansion with generated answers and with multiple queries, plus a hands-on challenge.
What you'll learn
- Explain RAG's components
- Build a document chat app
- Identify naive RAG pitfalls
- Apply query expansion with generated answers
- Apply multi-query expansion
- Experiment with prompts and queries
Chapters
14 chapters · 96:48-
3:21
01Intro Members
RAG fundamentals
Retrieval-augmented generation.
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2:35
02Components Members
Components of RAG
The parts.
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2:00
03Deep dive Members
RAG deep dive
Your own data.
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24:56
04Build Members
Build a document chat app
Chat with documents.
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3:15
05Advanced Members
Advanced RAG overview
Beyond basics.
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6:09
06Pitfalls Members
Naive RAG pitfalls
Where it fails.
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6:12
07Drawbacks Members
Naive RAG drawbacks breakdown
Contextual understanding.
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5:55
08Expansion Members
Query expansion with generated answers
Hypothetical answers.
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21:58
09Hands-on Members
Generated answers: hands-on
Code it.
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1:23
10Summary Members
Query expansion summary
Visualising it.
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3:13
11Multi-query Members
Multiple queries: overview
More queries.
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12:30
12Hands-on Members
Multiple queries: hands-on
Implement it.
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1:52
13Challenge Members
Your turn: challenge
Experiment.
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1:29
14Wrap-up Members
Next steps
Build your own.
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