Schedule
| Date | # | Topic | Slides | Reading |
|---|---|---|---|---|
| Tue | 1 | Overview & Logistics | ||
| Part ICollection and Preparation | ||||
| Thu | 2 | Data Collection | ||
| Tue | 3 | Data Exploration | DMCT Ch 2 | |
| Thu | 4 | Pre-processing I: Cleaning & Integration | DMCT Ch 3 | |
| Fri | 금융권 AI 어디까지 왔나? 기술 및 정책 동향 Dae-Young Park, Financial Security Institute | |||
| Tue | 5 | Pre-processing II: Transformation & Reduction | DMCT Ch 3 | |
| Thu | No Class (Chuseok) | |||
| Part IIStorage | ||||
| Tue | 6 | SQL I: Basics | DMS Lec 1-2 | |
| Thu | 7 | SQL II: Joins | DMS Lec 2-3 | |
| Tue | 8 | SQL III: Aggregation | DMS Lec 3-4 | |
| Thu | 9 | NoSQL I: Landscape | IDS Lec 22 | |
| Tue | 10 | NoSQL II: Document Stores | IDS Lec 23 | |
| Thu | Review Session | |||
| Tue | Project Proposal I | |||
| Thu | Project Proposal II | |||
| Tue | Peer Evaluation (Out of Class) | |||
| Thu | Midterm Exam | |||
| Tue | Midterm Review | |||
| Thu | 11 | Big Data I: Batch Processing | IDS Lec 24 | |
| Tue | 12 | Big Data II: Data Warehousing | PDIS Lec 16 | |
| Thu | 13 | Big Data III: Stream Processing | PDIS Lec 17 | |
| Part IIIMonitoring and Updates | ||||
| Tue | 14 | ML Systems | MLSD Lec 1-2 | |
| Wed | AI 시대의 경영 패러다임: 디맨드 드리븐 전략 Hyunkyu Lee, Google Korea | |||
| Thu | 15 | LLM Systems | ||
| Tue | 16 | RAG | ||
| Thu | IDS Capstone Workshop | |||
| Tue | 17 | Agents | ||
| Thu | No Class (POSTECH Anniversary) | |||
| Tue | Project Preparation (Out of Class) | |||
| Thu | Project Preparation (Out of Class) | |||
| Tue | Project Final I | |||
| Thu | Project Final II | |||
| Tue | Peer Evaluation (Out of Class) | |||
| Thu | No Class (Christmas Eve) | |||