Week | Date | Content | Reading | Note |
---|---|---|---|---|
1 | Sep. 9 & 11, 2025 |
Course Overview
Ch.1, Introduction | ||
2 | Sep. 16 & 18, 2025 | Ch.2, Data, Measurements, and Data Preprocessing | DM4, Ch.2 | |
3 | Sep. 23 & 25, 2025 | (Case Study: Preprocessing Educational Open Data) | DM4, Ch.2 | |
4 | Sep. 30 & Oct. 2, 2025 | Ch.4, Pattern Mining: Basic Concepts and Methods | DM4, Ch.4 | HW#1 |
5 | Oct. 7 & 9, 2025 | Ch.4 | DM4, Ch.4 | Term Project Proposal |
6 | Oct. 14 & 16, 2025 |
Ch.5, Pattern Mining: Advanced Methods
(Case Study: Frequen Pattern Mining on Educaitonal Data) | DM4, Ch.5 (selected) |
Due: HW#1
HW#2 Team Registration |
7 | Oct. 21 & 23, 2025 | Ch.6, Classification: Basic Concepts | DM4, Ch.6 | Due: Team Registration |
8 | Oct. 28 & 30, 2025 |
10/28: Invited Talk (TBD)
(Case Study: Classifying Educational Data) | DM4, Ch.6 |
Due: HW#2
HW#3 |
9 | Nov. 4 & 6, 2025 | (11/4: Midterm Exam) |
| |
10 | Nov. 11 & 13, 2025 | Ch.7, Classification: Advanced Methods | DM4, Ch.7 (selected sections) | Due: HW#3 |
11 | Nov. 18 & 20, 2025 | Ch.8, Cluster Analysis: Basic Concepts and Methods | DM4, Ch.8 |
HW#4
Due: Proposal |
12 | Nov. 25 & 27, 2025 |
(Case Study: Clustering Educational Data)
Ch.9, Cluster Analysis: Advanced Methods | DM4, Ch.9 (selected sections) | |
13 | Dec. 2 & 4, 2025 |
Distribtued Platforms: Hadoop, Spark
MapReduce Programming (Lab: Spark cluster demo) | Due: HW#4 | |
14 | Dec. 9 & 11, 2025 |
Spark Programming
(Lab: classification using Spark) Result Visualization and Interpretation | ||
15 | Dec. 16 & 18, 2025 |
Term Project Presentation (Week 1)
| ||
16 | Dec. 23 & 25, 2025 | Term Project Presentation (Week 2) | ||
17 | Dec. 30, 2025 & Jan. 1, 2026 |
Term Project Presentation (Week 3)
(1/1: Leave for New Year's Day) | ||
18 | Jan. 6 & 8, 2026 | Term Project Presentation (Week 4) |
If you cannot successfully submit your work, please contact with the TA and the instructor.
Item | Description | Time |
---|---|---|
Proposal | You are required to submit a proposal for term project one week after midterm exam. | Nov. 11, 2025 (Tue.) |
Topics |
Two options:
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|
Schedule |
Due to our time limits, we have to start the term
project presentation as early as Dec. 16, 2025 (Mon.). * [NOTE] All presentations *must* be finished within the scheduled time slots, which will be the last 3-4 weeks in this semester. No other time slots will be avbailable. |
Dec. 16, 18, 23, 25, 30, 2025 & Jan. 6, 8, 2026 |
Report | Each team is *required* to upload the final report after finishing your presentation.
The final report should contain at least the following:
|
Jan. 9, 2026 (Fri.) |