| Lecture | Date | Lecture Topics | Readings | Coursework | |
|---|---|---|---|---|---|
| 1 | Mon Jun 26 |
Introduction and Background Supervised vs Unsupervised learning (slides) |
ISL Ch 1-2 ESL Ch 1-2 |
HW 0 (No due date) HW 1 - data (due Jul 7) |
|
| 2 | Wed Jun 28 |
Classification & Clustering (slides) | ISL Ch 2.2.3, 12.4 ESL Ch 6.6.3 |
||
| Section | Fri Jun 30 |
Probability, Statistics, and Linear Algebra review (slides) | |||
| 3 | Mon Jul 3 |
Linear Regression (slides) | ISL Ch 3 ESL Ch 3 |
||
| 4 | Wed Jul 5 |
Finish Linear Regression & Classification (slides) | ISL Ch 3-4 ESL Ch 3 |
||
| Section | Fri Jul 7 |
R and Python Programming (R basics, Python basics) | HW 1 due @ 4:30PM HW 2 - data (due Jul 17) |
||
| 5 | Mon Jul 10 |
Evaluation and Training (slides) |
ISL Ch 5.1 ESL Ch 7, 8.8 |
||
| 6 | Wed Jul 12 |
Estimating uncertainty (slides) | ISL Ch 5 ESL Ch 7 |
||
| Section | Fri Jul 14 |
No class | |||
| 7 | Mon Jul 17 |
Model Selection & Regularization (slides) | ISL Ch 6 ESL Ch 18 |
HW 2 due @ 4:30PM | |
| Wed Jul 19 |
MIDTERM (practice exam) Time: 4:30 PM to 5:50 PM - Location: Skilling. |
||||
| Section | Fri Jul 21 |
No class | |||
| 8 | Mon Jul 24 |
Beyond linearity (slides) | ISL Ch 6.4-7 ESL Ch 5 |
HW 3 - data (due Aug 2) | |
| 9 | Wed Jul 26 |
Support Vector Machines (slides) | ISL Ch 9 ESL Ch 12.1-12.3 |
||
| Section | Fri Jul 28 |
No class | |||
| 10 | Mon Jul 31 |
Decision Trees & Random Forests (slides) | ISL Ch 8 ESL Ch 9.2,15 |
||
| 11 | Wed Aug 2 |
Boosting (slides) | ISL Ch 8.2 ESL Ch 10 |
HW 3 due @ 4:30PM HW 4 - data (due Aug 11) |
|
| Section | Fri Aug 4 |
Final project review | 11 | ||
| 12 | Mon Aug 7 |
Neural Networks (slides) | ISL Ch 10 ESL Ch 11 |
||
| 13 | Wed Aug 9 |
Survival Analysis (slides) | ISL Ch 11 | ||
| Section | Fri Aug 11 |
Final exam review (slides) | ESL Ch 11 | HW 4 due @ 4:30PM Optional: Final report submission |
|
| 14 | Mon Aug 14 |
Final project discussion | Final project (predictions) due @ 12:00AM | ||
| Wed Aug 16 |
No class | Final project (report) due @ 11:59PM | |||
| Sat Aug 19 |
FINAL EXAM Time: 7:00 PM - 10:00 PM - Location: Skilling Auditorium. |