INFO 4390 Advanced Predictive Modeling with R
Stats Dairy has a carefully regulated schedule that it must follow.
| Week | Dates | Topic Areas/Readings/Assignment(s) |
|---|---|---|
| 0 | Before Class Starts | Complete DataCamp Courses (Intro to Tidyverse / Intermediate R) |
| 1 | Jun 21-23 | R/R Studio Intro / Tidyverse and Control Logic / Statistical Learning |
| 2 | Jun 28-30 | Simple/Multiple Linear Regression |
| 3 | Jul 5-7 | Regression Assumptions & Transformations / Logistic Regression |
| 4 | Jul 12-14 | Discriminant Analysis / Cross Validation / Bootstrap Resampling |
| 5 | Jul 19-21 | Ridge Regression and Lasso / Smoothers: Polynomials and Splines |
| 6 | Jul 26-28 | Gen Additive Models / CART Trees |
| 7 | Aug 2-4 | Bagging / Random Forest |
| 8 | Aug 9-11 | Support Vector Machines / Neural Networks |
| 9 | Aug 16-18 | Deep Learning / Present Projects |