This schedule will be adjusted based on the actual pace of the course.
DATE |
TOPIC |
READING |
HOMEWORK |
|
8/31 (R) |
Review Syllabus
Lecture: Intro to Data Mining I |
Ch 1 |
|
9/6 (W) |
Lecture: Intro to Data Mining II |
|
|
|
9/7 (R) |
Lecture: Data I
|
Ch 2.1-2.3
(skip sup. discr. 66-68) |
Start HW1 (due 9/20) |
9/11 (M) |
Lecture: Data II
|
Ch 2.4 (stop at 2.4.6 p.88) |
|
9/14 (R) |
Lecture: Data III
|
|
|
9/18 (M) |
Lecture: Decision Tree I (DT 1-3)
|
Ch 3.1-3.3 (stop at 3.3.3) |
|
9/21 (R) |
Lecture: Decision Tree II (DT 4)
|
Ch 3.3 (3.3.3 - end) |
Start HW2 (due 10/2)
|
9/25 (M) |
Lecture: Decision Tree III (DT 5)
Review HW1
|
Ch 3.4 |
Download WEKA 3.8
|
9/28 (R) |
Lecture: Decision Tree IV (DT 6-7)
Discuss Course Project
|
Ch 3.5-3.8 |
|
|
10/2 (M) |
Lecture: WEKA Tutorial
(bring laptop loaded with WEKA)
|
|
Start HW3 (due 10/13) |
|
10/5 (R) |
Lecture: Text Classification
Review HW2
|
Ch 4.11
|
|
10/12 (R) |
Lecture: Class Imbalance
|
Ch 4.11 |
|
|
10/16 (M) |
Midterm Review (Questions,
Solutions)
| |
Project Proposal Due
|
10/16 (M) |
Office hours: Dr. Weiss, LL 610d, 1-2pm
|
|
|
10/17 (T) |
Office hours: Dr. Weiss via zoom 4-5pm
|
|
|
10/17 (T) |
Office hours: TA via zoom 8-9pm
|
|
|
10/18 (W) |
Office hours: Dr. Weiss via zoom 1-2pm
|
|
|
10/18 (W) |
Office hours: TA via zoom 6-7pm
|
|
|
10/19 (R) |
Midterm Exam
(includes all covered topics)
|
|
|
10/23 (M) |
Go Over Midterm Exam
Review HW3
|
|
|
|
10/26 (R) |
Lecture: Clustering I
Discuss Proposal Feedback
|
Ch 7 |
|
10/30 (M) |
Lecture: Ensembles
|
Ch 4.10 |
|
11/2 (R) |
Lecture: Clustering II |
|
|
|
11/6 (M) |
Lecture: Association Analysis I
|
Ch 5.1,5.2,5.3 |
Start HW4 (due 11/19) |
11/9 (R) |
Lecture: Association Analysis II
|
|
|
|
11/13 (M) |
Lecture: Naive Bayes Classifier
|
Ch 4.4 |
|
11/16 (R) |
Lecture: Neural Networks
|
Ch 4.7 (249-257, 261) |
|
11/20 (M) |
Class Cancelled
|
|
|
11/27 (M) |
Lecture: Nearest Neighbor Classifier
Lecture: Graph Mining
| Ch 4.3 |
|
|
11/30 (R) |
Review HW4
Final Exam Review
(practice final 1,
solutions 1)
(practice final 2,
solutions 2)
|
|
|
12/4 (M) |
Special Lecture: Large Language Models
Gabelli building, Hall 333
3:00-5:00pm
|
|
|
12/7 (R) |
Project Presentations
Ilayda/Nora, Muna
Noah
|
|
Project Paper Due |
|
12/5 (T) |
Office hours: Dr. Weiss via zoom 4-5pm
|
|
|
12/11 (M) |
Office hours: TA via zoom 4-5pm
|
|
|
12/12 (T) |
Office hours: Dr. Weiss via zoom 4-5pm
|
|
|
12/13 (W) |
Office hours: Dr. Weiss via zoom 1-2pm
|
|
|
12/13 (W) |
Office hours: TA via zoom 6-7pm
|
|
|
|
12/14 (R) |
Cumulative Final at 1:30pm LL-307
| |
|