How To Install r-cran-mlr on Debian 12
Introduction
In this tutorial we learn how to install r-cran-mlr on Debian 12.
What is r-cran-mlr
r-cran-mlr is:
Interface to a large number of classification and regression techniques, including machine-readable parameter descriptions. There is also an experimental extension for survival analysis, clustering and general, example-specific cost-sensitive learning. Generic resampling, including cross-validation, bootstrapping and subsampling. Hyperparameter tuning with modern optimization techniques, for single- and multi-objective problems. Filter and wrapper methods for feature selection. Extension of basic learners with additional operations common in machine learning, also allowing for easy nested resampling. Most operations can be parallelized.
There are three methods to install r-cran-mlr on Debian 12. We can use apt-get, apt and aptitude. In the following sections we will describe each method. You can choose one of them.
Install r-cran-mlr Using apt-get
Update apt database with apt-get using the following command.
sudo apt-get update
After updating apt database, We can install r-cran-mlr using apt-get by running the following command:
sudo apt-get -y install r-cran-mlr
Install r-cran-mlr Using apt
Update apt database with apt using the following command.
sudo apt update
After updating apt database, We can install r-cran-mlr using apt by running the following command:
sudo apt -y install r-cran-mlr
Install r-cran-mlr Using aptitude
If you want to follow this method, you might need to install aptitude first since aptitude is usually not installed by default on Debian. Update apt database with aptitude using the following command.
sudo aptitude update
After updating apt database, We can install r-cran-mlr using aptitude by running the following command:
sudo aptitude -y install r-cran-mlr
How To Uninstall r-cran-mlr on Debian 12
To uninstall only the r-cran-mlr package we can use the following command:
sudo apt-get remove r-cran-mlr
Uninstall r-cran-mlr And Its Dependencies
To uninstall r-cran-mlr and its dependencies that are no longer needed by Debian 12, we can use the command below:
sudo apt-get -y autoremove r-cran-mlr
Remove r-cran-mlr Configurations and Data
To remove r-cran-mlr configuration and data from Debian 12 we can use the following command:
sudo apt-get -y purge r-cran-mlr
Remove r-cran-mlr configuration, data, and all of its dependencies
We can use the following command to remove r-cran-mlr configurations, data and all of its dependencies, we can use the following command:
sudo apt-get -y autoremove --purge r-cran-mlr
Dependencies
r-cran-mlr have the following dependencies:
- r-base-core
- r-api-4.0
- r-cran-paramhelpers
- r-cran-backports
- r-cran-bbmisc
- r-cran-checkmate
- r-cran-data.table
- r-cran-ggplot2
- r-cran-parallelmap
- r-cran-stringi
- r-cran-survival
- r-cran-xml
References
Summary
In this tutorial we learn how to install r-cran-mlr package on Debian 12 using different package management tools: apt, apt-get and aptitude.