| Date | # | Topic | Slides | Reading |
|---|
| Tue |
1 |
Overview & Logistics
|
PDF |
|
| Part ICollection and Preparation |
|---|
| Thu |
2 |
Data Collection
|
PDF |
|
| Tue |
3 |
Data Exploration
|
PDF |
DMCT Ch 2 |
| Thu |
4 |
Pre-processing I: Cleaning & Integration
|
PDF |
DMCT Ch 3 |
| Tue |
5 |
Pre-processing II: Transformation
|
PDF |
DMCT Ch 3 |
| Thu |
6 |
Pre-processing III: Reduction
|
PDF |
DMCT Ch 3 |
| Tue |
|
No Class (Business Trip)
|
|
|
| Part IIStorage |
|---|
| Thu |
7 |
SQL I: Basics
|
PDF |
DMS Lec 1-2 |
| Tue |
8 |
SQL II: Joins & Multisets
|
PDF |
DMS Lec 2-3 |
| Thu |
9 |
SQL III: Subqueries & Aggregations
|
PDF |
DMS Lec 3-4 |
| Tue |
|
No Class (Chuseok)
|
|
|
| Thu |
|
No Class (Chuseok)
|
|
|
| Tue |
|
Project Proposal I
|
|
|
| Thu |
|
Project Proposal II
|
|
|
| Tue |
|
Study Day (Out of Class)
|
|
|
| Thu |
|
Midterm Exam
|
|
|
| Tue |
10 |
NoSQL I: Landscape
|
PDF |
IDS Lec 22 |
| Thu |
11 |
NoSQL II: MongoDB
|
PDF |
IDS Lec 23 |
| Tue |
12 |
Big Data I: MapReduce
|
PDF |
IDS Lec 24 |
| Thu |
13 |
Big Data II: Spark
|
PDF |
IDS Lec 24 |
| Tue |
14 |
Big Data III: BigQuery & Airflow
|
PDF |
PDIS Lec 16 |
| Thu |
15 |
Big Data IV: Streaming
|
PDF |
PDIS Lec 17 |
| Part IIIMonitoring and Updates |
|---|
| Tue |
16 |
ML Systems
|
PDF |
MLSD Lec 1-2 |
| Thu |
17 |
LLM Systems I: Basics
|
PDF |
|
| Tue |
18 |
LLM Systems II: RAG
|
PDF |
|
| Thu |
|
데이터, AI, 고객: 데이터가 가치있어 지는 방법과 우리의 할일
Ki-Young Shin, CEO, Designovel
Sci. Bldg. 4, Room 30209:30 – 10:45 KST
|
| Tue |
19 |
LLM Systems III: Agents
|
PDF |
|
| Thu |
|
Project Preparation (Out of Class)
|
|
|
| Tue |
|
Project Final I
|
|
|
| Thu |
|
Project Final II
|
|
|
| Tue |
|
Study Day (Out of Class)
|
|
|
| Thu |
|
Final Exam
|
|
|