Instructor: Dr. Isabel K. Darcy
Department of Mathematics and AMCS
University of Iowa
Office: MLH 25J
Phone: 319-335- 0770
Email: isabel-darcy AT uiowa.edu
Ways to get help:
HW will consist of weekly labs and ICON quizzes, etc.
Our final exam will consist of 3 parts:
TENTATIVE CLASS SCHEDULE-ALL DATES SUBJECT TO CHANGE (click on date/section for file of corresponding class material):
| Tentative Schedule | Fridays/HW/Announcements | |
| Week 9 | ||
|---|---|---|
| 3/18 | Introduction to data analysis | 3/22: LAB 1: creating artificial data, downloading real data, intro to cleaning data, PCA |
| 3/20 | Data cleaning, PCA, intro to ML | |
| Week 10 | ||
| 3/25 | Clustering | 3/29: LAB 2: Clustering |
| 3/27 | Hierarchical Clustering, Noise | |
| Week 11 | ||
| 4/1 | k-means clustering, Linear Regression |
4/5: LAB 2: Clustering / LAB 3: Linear regression |
| 4/3 | Linear Regression, p-values | |
| Week 12 | ||
| 4/10 | p-values, data cleaning Linear Regression, Variance |
4/8 LAB 3: Linear regression |
| 4/12 | Variance, PCA | |
| Week 13 | ||
| 4/17 | Logistic Regression |
4/15 LAB 4: p-values/artificial data
Poster draft 1 due Friday 4/19 |
| 4/19 | Logistic Regression | |
| Week 14 | ||
| 4/24 | Test/Train, Data Leakage, Bias/Variance, Shrinkage |
4/22 LAB 5: Logistic regression
Poster draft 2 due Friday 4/26 |
| 4/26 | E | |
| Week 15 | ||
| 5/1 | Ethics, reproducible research, publication bias, data privacy | 4/29 LAB 6: Regression (single vs multi-variable) Poster draft 3 and written project draft due Tuesday 4/30 5/3 Presentations. |
| 5/3 | multi-variable linear regression (see ICON for notes) | |
| Final's week | ||
| 5/7 | 10:00AM - 12:00PM 05/07/2024 Tue 218 MLH Final exam: More Presentations. | |