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DriveML
View on CRAN: Click
here
Download and install DriveML package within the R console
Install from CRAN:
install.packages("DriveML")
Install from Github:
library("remotes")
install_github("cran/DriveML")
Install by package version:
library("remotes")
install_version("DriveML", "0.1.5")
Attach the package and use:
library("DriveML")
Maintained by
Dayanand Ubrangala
[Scholar Profile | Author Map]
[Scholar Profile | Author Map]
First Published: 2020-06-04
Latest Update: 2023-04-18
Description:
Implementing some of the pillars of an automated machine learning pipeline such as (i) Automated data preparation, (ii) Feature engineering, (iii) Model building in classification context that includes techniques such as (a) Regularised regression [1], (b) Logistic regression [2], (c) Random Forest [3], (d) Decision tree [4] and (e) Extreme Gradient Boosting (xgboost) [5], and finally, (iv) Model explanation (using lift chart and partial dependency plots). Accomplishes the above tasks by running the function instead of writing lengthy R codes. Also provides some additional features such as generating missing at random (MAR) variables and automated exploratory data analysis. Moreover, function exports the model results with the required plots in an HTML vignette report format that follows the best practices of the industry and the academia. [1] Gonzales G B and De Saeger (2018) , [2] Sperandei S (2014) , [3] Breiman L (2001) , [4] Kingsford C and Salzberg S (2008) , [5] Chen Tianqi and Guestrin Carlos (2016) .
How to cite:
Dayanand Ubrangala (2020). DriveML: Self-Drive Machine Learning Projects. R package version 0.1.5, https://cran.r-project.org/web/packages/DriveML. Accessed 28 Mar. 2025.
Previous versions and publish date:
Other packages that cited DriveML R package
View DriveML citation profile
Other R packages that DriveML depends,
imports, suggests or enhances
Functions, R codes and Examples using
the DriveML R package
Some associated functions: autoDataprep . autoMAR . autoMLReport . autoMLmodel . autoPDP . generateFeature . heart.model . heart . misspattern . predictAutoMAR . predictDataprep .
Some associated R codes: ModelMarkdown.R . autoDataPrep.R . autoFeature.R . autoMAR.R . autoMLModel.R . caret_help_function.R . data.R . missingPattern.R . model_task.R . partialDependence.R . predictDataprep.R . predictMAR.R . utilis.R . Full DriveML package functions and examples
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