RAG Search and Knowledge Systems topics
10 short topics in RAG Search and Knowledge Systems. Each one is a single focused exercise with a clear piece of evidence at the end.
10 topics, one exercise each.
Work through them in order, or jump to the one you need.
These are draft topic outlines (draft; instructor review pending). Full lessons follow after review; ask Ajay if you need a topic sooner.
- 01
Document ingestion and parsing
Implement a focused example of Document ingestion and parsing within a small part of Permission-aware cited document assistant; demonstrate a normal and an edge or failure case.
Open micro-course → - 02
Chunking strategies
Implement a focused example of Chunking strategies within a small part of Permission-aware cited document assistant; demonstrate a normal and an edge or failure case.
Open micro-course → - 03
Embeddings and similarity
Implement a focused example of Embeddings and similarity within a small part of Permission-aware cited document assistant; demonstrate a normal and an edge or failure case.
Open micro-course → - 04
Vector and keyword retrieval
Implement a focused example of Vector and keyword retrieval within a small part of Permission-aware cited document assistant; demonstrate a normal and an edge or failure case.
Open micro-course → - 05
Hybrid retrieval
Implement a focused example of Hybrid retrieval within a small part of Permission-aware cited document assistant; demonstrate a normal and an edge or failure case.
Open micro-course → - 06
Reranking
Implement a focused example of Reranking within a small part of Permission-aware cited document assistant; demonstrate a normal and an edge or failure case.
Open micro-course → - 07
Grounded answers and citations
Implement a focused example of Grounded answers and citations within a small part of Permission-aware cited document assistant; demonstrate a normal and an edge or failure case.
Open micro-course → - 08
Retrieval permission filtering
Implement a focused example of Retrieval permission filtering within a small part of Permission-aware cited document assistant; demonstrate a normal and an edge or failure case.
Open micro-course → - 09
Knowledge freshness and deletion
Implement a focused example of Knowledge freshness and deletion within a small part of Permission-aware cited document assistant; demonstrate a normal and an edge or failure case.
Open micro-course → - 10
Retrieval quality evaluation
Implement a focused example of Retrieval quality evaluation within a small part of Permission-aware cited document assistant; demonstrate a normal and an edge or failure case.
Open micro-course →
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