vmastr / workshop-02

This material is part of INMAS Workshop #2 - Statistical Methods

The Internship Network in the Mathematical Sciences

Workshop #2 - Statistical Methods

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

Credits

These notebooks were originally authored by James Balamuta and Zachary Pisano. They were then adapted and modified by Sara Stoudt.