Foundations of Machine Learning
Foundations of Machine Learning
Formerly titled CS 555 Data Analysis and Visualization with R.
This course provides an overview of the statistical tools most commonly used to process, analyze, and visualize data. Topics include simple linear regression, multiple regression, logistic regression, analysis of variance, and survival analysis. These topics are explored using the statistical package R, with a focus on understanding how to use and interpret output from this software as well as how to visualize results. In each topic area, the methodology, including underlying assumptions and the mechanics of how it all works along with appropriate interpretation of the results, are discussed. Concepts are presented in context of real world examples. Recommended Prerequisite: MET CS 544 or equivalent knowledge, or instructor's consent.
2025SPRGMETCS555A1, Jan 21st to May 1st 2025
| Days | Start | End | Type | Bldg | Room |
|---|---|---|---|---|---|
| T | 06:00 PM | 08:45 PM | SHA | 202 |
2025SPRGMETCS555A2, Jan 21st to May 1st 2025
| Days | Start | End | Type | Bldg | Room |
|---|---|---|---|---|---|
| W | 12:30 PM | 03:15 PM | CAS | 228 |
2025SPRGMETCS555A3, Jan 21st to May 1st 2025
| Days | Start | End | Type | Bldg | Room |
|---|---|---|---|---|---|
| W | 06:00 PM | 08:45 PM | STH | B22 |
2025SPRGMETCS555O2, Mar 11th to Apr 28th 2025
| Days | Start | End | Type | Bldg | Room |
|---|---|---|---|---|---|
| ARR | 12:00 AM | 12:00 AM |
2024FALLMETCS555A1, Sep 3rd to Dec 10th 2024
| Days | Start | End | Type | Bldg | Room |
|---|---|---|---|---|---|
| M | 06:00 PM | 08:45 PM | PHO | 201 |
2024FALLMETCS555A2, Sep 3rd to Dec 10th 2024
| Days | Start | End | Type | Bldg | Room |
|---|---|---|---|---|---|
| R | 06:00 PM | 08:45 PM | MET | 101 |
2024FALLMETCS555A3, Sep 3rd to Dec 10th 2024
| Days | Start | End | Type | Bldg | Room |
|---|---|---|---|---|---|
| R | 09:00 AM | 11:45 AM | MET | 101 |
2024FALLMETCS555O2, Oct 29th to Dec 16th 2024
| Days | Start | End | Type | Bldg | Room |
|---|---|---|---|---|---|
| ARR | 12:00 AM | 12:00 AM |
2023SUM2METCS555SB1, Jul 5th to Aug 14th 2023
| Days | Start | End | Type | Bldg | Room |
|---|---|---|---|---|---|
| MW | 06:00 PM | 09:30 PM | MCS | B37 |
2023SUM2METCS555SO2, Jul 5th to Aug 22nd 2023
| Days | Start | End | Type | Bldg | Room |
|---|---|---|---|---|---|
| ARR | TBD | TBD | ROOM |
Format & Syllabus: