STA 199: Intro to Data Science and Statistical Thinking
This page contains an outline of the topics, content, and assignments for the semester! Entries for future dates are tentative; the timeline of topics, assignments, and due dates might be changed throughout the semester!
| WEEK | DATE | TOPIC | MATERIALS | DUE | PREPARE |
|---|---|---|---|---|---|
| 1 | Wed, May 14 | Welcome |
Github Survey - End of Lecture |
||
| Thu, May 15 | Lab 0 |
π» lab 0 |
Lab 0 - End of Lecture |
||
| Thu, May 15 | Meet the Toolkit |
π r4ds - intro |
|||
| Fri, May 16 | Grammar of Data Visualization |
π r4ds - chp 1 |
|||
| 2 | Mon, May 19 | More Data visualization |
π ims - chp 5 |
||
| Mon, May 19 | Lab 1 |
π» lab 1 |
π r4ds - chp 2 |
||
| Tue, May 20 | Grammar of Data Transformation |
π r4ds - chp 3.1-3.5 |
|||
| Wed, May 21 | More Data Transformation |
Lab 1 - 11:59PM ET |
π r4ds - chp 3.6-3.7 |
||
| Thu, May 22 | Tidying Data |
π r4ds - chp 5 |
|||
| Thu, May 22 | Lab 2 |
π» lab 2 |
π r4ds - chp 4 |
||
| Fri, May 23 | Joining Data |
π₯ Joining data |
|||
| Sun, May 25 | |||||
| 3 | Mon, May 26 | NO CLASS - Memorial Day |
|||
| Tue, May 27 | Data Types and Classes |
π₯ Data types |
|||
| Wed, May 28 | Importing and Recoding Data |
Lab 2 - 11:59PM ET |
π₯ Importing data |
||
| Thu, May 29 | More Practice + Midterm Review |
||||
| Thu, May 29 | Lab 3 |
||||
| Fri, May 30 | Midterm Review |
||||
| Sun, Jun 1 | Lab 3 - 11:59PM ET |
||||
| 4 | Mon, Jun 2 | Data Science Ethics |
π mdsr - chp 8 |
||
| Mon, Jun 2 | Project Milestone 1 - Collaboration |
π» Project Milestone 1 |
Project Milestone 1 - 12:30PM ET |
||
| Tue, Jun 3 | Midterm |
||||
| Wed, Jun 4 | The Language of Models |
Midterm Takehome - 9:30AM ET |
π₯ The language of models |
||
| Thu, Jun 5 | Simple Linear Regression |
||||
| Thu, Jun 5 | Project Milestone 2 - Proposals |
||||
| Fri, Jun 6 | Multiple Linear Regression 1 |
π₯ Models with multiple predictors |
|||
| Sun, Jun 8 | Project Milestone 2 - 11:59PM ET |
||||
| 5 | Mon, Jun 9 | Multiple Linear Regression 2 |
π ims - chp 8.3-8.5 |
||
| Mon, Jun 9 | Lab 4 |
π» lab 4 |
|||
| Tue, Jun 10 | Model Selection |
||||
| Wed, Jun 11 | Logistic Regression1 |
Lab 4 - 11:59PM ET Peer Feedback Survey- 11:59 PM ET |
π ims - chp 9 |
||
| Thu, Jun 12 | Logistic Regression 2 |
||||
| Thu, Jun 12 | Lab 5 |
π» lab 5 |
|||
| Fri, Jun 13 | Intervals |
Project Milestone 3 - 11:59PM ET |
π₯ Quantifying uncertainty |
||
| Sun, Jun 15 | Lab 5 - 11:59PM ET |
||||
| 6 | Mon, Jun 16 | Hypothesis Testing |
π ims - chp 11 |
||
| Mon, Jun 16 | Project Milestone 4 - Peer Review |
π» Code Options |
Project Milestone 4 - 12:30PM ET |
||
| Tue, Jun 17 | More Inference |
||||
| Wed, Jun 18 | More Inference |
||||
| Thu, Jun 19 | NO CLASS - Juneteenth |
||||
| Fri, Jun 20 | Lab 6 |
π» lab 6 |
|||
| Sun, Jun 22 | |||||
| 7 | Mon, Jun 23 | Project Milestone 5 - Presentations + Final Review |
Project - 9:30 AM Lab 6 - 11:59PM ET |
||
| Mon, Jun 23 | Final Review |
π₯οΈ slides 25 |
|||
| Thu, Jun 26 | FINAL EXAM (2pm - 5pm) |