This is a repository for my statistical modelling endeavor to fit a multinomial logistic regression model to the fetal health data set, available on Kaggle here: Fetal Health Classification. You can also find the data within the data folder of this repository.
- Practice fitting the multinomial logistic regression model
- Practice balancing data sets via over/under-sampling class stratified observations
- Applying Principal Component Analysis (PCA) to a set of predictors/features
- Use visualizations and computed metrics to assess model fit
- Practice using the box package for explicit package and function dependencies (instead of using library() calls)
There are two options:
- Download this repository and knit the R Markdown document locally
- Use this link to view the github.io website hosted from this repository: Notebook Link
renv is an R package that provides a way to track packages, their package dependencies, and the versions for these packages. It makes creating a reproducible R coding environment extremely easy and ensures that the packages used will always stay the same, even when future releases are announced.
After downloading this repository and opening the R project, you must run this line of code in your R r console:
renv::restore(clean = TRUE)
This will use the renv.lock file to restore the project environment. After that, you should be able to knit the R Markdown document
as usual.