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.
2024SPRGMETCS555 A1, Jan 23rd to Apr 30th 2024
| Days | Start | End | Type | Bldg | Room |
|---|---|---|---|---|---|
| T | 12:30 PM | 03:15 PM | CAS |
2024SPRGMETCS555 A2, Jan 18th to Apr 25th 2024
| Days | Start | End | Type | Bldg | Room |
|---|---|---|---|---|---|
| R | 12:30 PM | 03:15 PM | CAS |
2024SPRGMETCS555 A3, Jan 18th to Apr 25th 2024
| Days | Start | End | Type | Bldg | Room |
|---|---|---|---|---|---|
| R | 06:00 PM | 08:45 PM | FLR |
2024SPRGMETCS555 O1, Jan 16th to Mar 5th 2024
| Days | Start | End | Type | Bldg | Room |
|---|---|---|---|---|---|
| ARR | TBD | TBD |
2023FALLMETCS555 A1, Sep 11th to Dec 11th 2023
| Days | Start | End | Type | Bldg | Room |
|---|---|---|---|---|---|
| M | 06:00 PM | 08:45 PM | CAS | 233 |
2023FALLMETCS555 A2, Sep 7th to Dec 7th 2023
| Days | Start | End | Type | Bldg | Room |
|---|---|---|---|---|---|
| R | 06:00 PM | 08:45 PM | CAS | 213 |
2023FALLMETCS555 A3, Sep 7th to Dec 7th 2023
| Days | Start | End | Type | Bldg | Room |
|---|---|---|---|---|---|
| R | 09:00 AM | 11:45 AM | MET | 101 |
2023FALLMETCS555 O2, Oct 31st to Dec 18th 2023
| Days | Start | End | Type | Bldg | Room |
|---|---|---|---|---|---|
| ARR | TBD | TBD | ROOM |
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: