BSMM-8740: Data Analytic Methods & Algorithms
This page contains an outline of the topics, content, and assignments for the Fall 2024 semester. Note that this schedule will be updated as the semester progresses, with all changes documented here.
| Week | Date | Topic | Prepare | Slides | Lab | Lab Solution | Exam | Project | |
|---|---|---|---|---|---|---|---|---|---|
| 1 | Wed, Sep 11 | Tidyverse, EDA & Git | π | π₯οΈ | |||||
| Lab 1 | π» | β | |||||||
| 2 | Wed, Sep 18 | The Recipes Package | π | π₯οΈ | |||||
| Lab 2 | π» | β | |||||||
| 3 | Wed, Sep 25 | Regression Methods | π | π₯οΈ | |||||
| Lab 3 | π» | β | |||||||
| 4 | Wed, Oct 02 | The TidyModels Framework | π | π₯οΈ | |||||
| Lab 4 | π» | β | |||||||
| 5 | Wed, Oct 09 | Classification & Clustering Methods | π | π₯οΈ | |||||
| Lab 5 | π» | β | β | ||||||
| 6 | Wed, Oct 23 | Time Series Methods | π | π₯οΈ | |||||
| Lab 6 | π» | β | |||||||
| 7 | Wed, Oct 30 | Causality: DAGs | π | π₯οΈ | |||||
| Lab 7 | π» | β | |||||||
| 8 | Wed, Nov 06 | Causality: Methods | π | π₯οΈ | |||||
| Lab 8 | π» | β | β | ||||||
| 9 | Wed, Nov 13 | Monte Carlo Methods | π | π₯οΈ | |||||
| Lab 9 | π» | β | |||||||
| 10 | Wed, Nov 20 | Bayesian methods | π | π₯οΈ | |||||
| Lab 10 | π» | β | β | ||||||
| 11 | Wed, Nov 27 | Advanced Topics [DRAFT STAGE] | π | π₯οΈ | |||||
| Lab 11 | β | ||||||||
| 12 | Wed, Dec 04 | Final Exam | π | π₯οΈ | |||||
| Lab 12 | β |