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Syllabus
RAG— full course outline from your library.
RAG
00 · Orientation
Syllabus
01 · RAG Foundations
Why RAG — parametric vs. non-parametric memory
The pipeline end-to-end
Search at scale & hybrid retrieval
How RAG breaks — failure modes
02 · Embeddings & Indexing
Choosing & comparing embedding models
Vector index internals & the recall/latency dial
Adapting & fine-tuning retrievers
03 · Advanced Retrieval Quality
Structure-aware chunking & contextual retrieval
Reranking — cross-encoders & late interaction
Query transformation
04 · Advanced & Agentic RAG
Adaptive & self-correcting retrieval
GraphRAG — retrieval over a knowledge graph
Long-context vs. RAG
Case study — GBrain, a hybrid + graph brain in production
05 · Multimodal RAG
Retrieval over images, tables & PDF layout
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