CS 457/557: Machine Learning
Prof. Jason Sauppe | Fall 2022This page contains a course schedule for CS 457/557. Rows in gray are tentative and will be updated as the course progresses. Other course content (e.g., assignments) can be found on Canvas.
| Content | Week | Day | Date | In-Class | Reading | Assignments |
|---|---|---|---|---|---|---|
| Intro | 01 | Mon. | 09/05 | —No Class— | ||
| Wed. | 09/07 | Syllabus, 19.1 | ||||
| Fri. | 09/09 | 19.2 | ||||
| Linear Regression | 02 | Mon. | 09/12 | 19.6.1 | ||
| Wed. | 09/14 | 19.6.2 | ||||
| Fri. | 09/16 | 19.6.3 | Assignment 01 available | |||
| Model Selection & Regularization |
03 | Mon. | 09/19 | 19.4.1 | ||
| Wed. | 09/21 | 19.4.4 | ||||
| Fri. | 09/23 | 19.4.3 | ||||
| Linear Classification | 04 | Mon. | 09/26 | 19.6.5 | ||
| Wed. | 09/28 | 19.6.4 | ||||
| Fri. | 09/30 | Assignment 01 due | ||||
| Decision Trees | 05 | Mon. | 10/03 | |||
| Wed. | 10/05 | 19.3.1, 19.3.2 | ||||
| Fri. | 10/07 | 19.3.3 | Assignment 02 available | |||
| Decision Trees & k-Nearest Neighbors |
06 | Mon. | 10/10 | 19.3.4, 19.3.5 | ||
| Wed. | 10/12 | 19.7.1 | ||||
| Fri. | 10/14 | 19.7.2, 19.7.3 | ||||
| Midterm | 07 | Mon. | 10/17 | —No Class— | ||
| Wed. | 10/19 | Review | ||||
| Fri. | 10/21 | Exam | ||||
| Support Vector Machines |
08 | Mon. | 10/24 | 19.7.5 | ||
| Wed. | 10/26 | Assignment 02 due on Thursday | ||||
| Fri. | 10/28 | 19.7.6 | ||||
| Neural Networks | 09 | Mon. | 10/31 | 21.1, 21.2 | ||
| Wed. | 11/02 | |||||
| Fri. | 11/04 | 21.4, 21.5 | Assignment 03 available | |||
| Deep Learning & Markov Decision Processes |
10 | Mon. | 11/07 | 21.3, 21.6 | ||
| Wed. | 11/09 | 17.1.1 | ||||
| Fri. | 11/11 | |||||
| MDPs & Reinforcement Learning |
11 | Mon. | 11/14 | 17.1.2 | ||
| Wed. | 11/16 | 17.2.1, 17.2.2 | ||||
| Fri. | 11/18 | 22.1, 22.2 | ||||
| Reinforcement Learning |
12 | Mon. | 11/21 | 22.3 | ||
| Wed. | 11/23 | —Class Cancelled— | ||||
| Fri. | 11/25 | —No Class— | ||||
| Reinforcement Learning |
13 | Mon. | 11/28 | Assignment 03 due; Assignment 04 available | ||
| Wed. | 11/30 | 22.4 | ||||
| Fri. | 12/02 | 22.4.3, 22.7 | ||||
| Additional Topics | 14 | Mon. | 12/05 | |||
| Wed. | 12/07 | |||||
| Fri. | 12/09 | |||||
| Additional Topics & Review |
15 | Mon. | 12/12 | |||
| Wed. | 12/14 | Review | Assignment 04 due | |||
| Fri. | 12/16 | —No Class— | ||||
| Final Exam | 16 | Tue. | 12/20 | —Final Exam (12:15 PM – 2:15 PM, Centennial 2301) — | ||