Syllabus Detail
Detailed syllabus schedule for RAG and Optimization module
Syllabus Detail
8. Schedule Detail
| Unit/Chapter | Session | Content | Learning Objectives | Delivery Type | Duration (mins) | Training Format | Training Materials / Logistics & Notes |
|---|---|---|---|---|---|---|---|
| 1 | 1 | Advanced Indexing (Semantic Chunking & HNSW) | LO1, LO2 | Concept/Lecture | ? | Offline | ? |
| 2 | 2 | Hybrid Search (Vector + BM25, RRF) | LO3, LO4 | Concept/Lecture | ? | Offline | ? |
| 1-2 | 3 | Lab: Indexing & Hybrid Search Setup | LO1, LO2, LO3, LO4 | Assignment/Lab | ? | Offline | ? |
| 1-2 | 4 | Self review/Cross review | All | Guides/Review | ? | Offline | ? |
| 3 | 5 | Class Meeting | All | Class Meeting | ? | Offline | ? |
| 3 | 6 | Query Transformation (HyDE & Query Decomposition) | LO5, LO6 | Concept/Lecture | ? | Offline | ? |
| 4 | 7 | Post-Retrieval Processing (Cross-Encoder, MMR) | LO7, LO8 | Concept/Lecture | ? | Offline | ? |
| 3-4 | 8 | Lab: Transformation & Re-ranking | LO5, LO6, LO7, LO8 | Assignment/Lab | ? | Offline | ? |
| 3-4 | 9 | Self review/Cross review | All | Guides/Review | ? | Offline | ? |
| 5 | 10 | Class Meeting | All | Class Meeting | ? | Offline | ? |
| 5 | 11 | GraphRAG Implementation Arch & Extraction | LO9 | Concept/Lecture | ? | Offline | ? |
| 5 | 12 | Lab: Neo4j & GraphCypherQAChain | LO10 | Assignment/Lab | ? | Offline | ? |
| All | 13 | Final Practice Test | All | Exam | ? | Offline | ? |
| All | 14 | Self review/Cross review | All | Guides/Review | ? | Offline | ? |