This material is part of the INMAS Workshop Series.
This Workshop is a basic introduction to simple linear regression, multiple linear regression, and logistic regression.
Here is an overview of the notebooks that are part of Workshop #2. The two columns on the right gives an estimated time required to complete each notebook. We anticipate that you will have sufficient time to complete the core parts (part a of each section) of the training during the Workshop. The optional parts (part b of each section) are there to help you improve your skills and should not be completed during the Workshop unless you already have a good basis in Statistics. For beginners, we suggest that you revisit these notebooks at a later time. This will help you assimilate the material and ensure a continuity in practicing a new skill.
| Notebook | Content | Estimated core time | Optional time |
|---|---|---|---|
| 01a | Data Wrangling | 50 min | N/A |
| 01b | Data Wrangling - Supplement | 20 min | N/A |
| 02a | Simple Linear Regression | 40 min | N/A |
| 02b | Simple Linear Regression - Supplement | 40 min | N/A |
| 03a | Multiple Linear Regression | 60 min | N/A |
| 03b | Multiple Linear Regression - Supplement | 45 min | N/A |
| 04a | Logistic Regression | 60 min | N/A |
| 04b | Logistic Regression - Supplement | 30 min | N/A |
| 05 | Data Sandbox | 90 min | 90 min |
These notebooks were originally authored by James Balamuta and Zachary Pisano. They were then adapted and modified by Sara Stoudt.