This tooblox is a collection of my favourite data mining wrapper functions. It includes:
- Data processing (normalise, split, denoising etc.)
- Feature engineering (selection via cross-validation, extraction via deep learning etc.)
- Model parameters fine-tuning (via caret)
- Ensembles (simple averaging, stacking with replacement and Bayesian methods)
- Data visualisation (mainly via ggplot2)
- Auto reporting (via ggplot2 and knitr)
- Miscellaneous wrapper functions to make life easier
Please note that this package is still at its early stage. First stable release will be version 0.1.
Don't forget to check out my blog with random stuff about R!
In order to install this R package directly from github, you will need to install Hadley Wickham's devtools first.
install.packages("devtools")
After that, you can install this package with ...
devtools::install_github("bib", "woobe")
Enjoy!