MBA 4360 Introduction to Data Mining
Syllabus: MBA 4360 Introduction to Data Mining
Stats Dairy has a carefully regulated schedule that it must follow.
| Week | Dates | Topics | Readings Before Class |
|---|---|---|---|
| 1 | Mar 27 & 29 | Data Mining Process Data Wrangling and Exploration | DM4BA Ch 1-2 DM4BA Ch 3 |
| 2 | Apr 3 & 5 | Dimension Reduction: Principal Components Analysis (PCA) Mining Relationships: Cluster Analysis | DM4BA Ch 4 DM4BA Ch 14 |
| 3 | Apr 10 & 12 | Evaluating Performance Prediction and Classification Methods: Multiple Linear Regression | DM4BA Ch 5 DM4BA Ch 6 |
| 4 | Apr 17 & 19 | Prediction and Classification Methods: Classification and Regression Trees Logistic Regression | DM4BA Ch 9 DM4BA Ch 10 |
| 5 | Apr 24 & 26 | Comparing Models Using scripting languages for analysis: R and Python OR Prediction and Classification Methods: kNN | DM4BA Ch 7 |