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 ## Overview
 
 This package provides the linear and ridge regression models using reference class. The package enables users to establish relationships between variables by employing linear algebra while incorporating a regularisation parameter to enhance regression modelling. Users can effectively perform linear regression on datasets, making it a valuable tool for learning and practical data analysis applications.
+## Installation
+To install the knapsack package from GitLab, follow these steps:
 
+Install the package
+You can install the package from GitLab using:<br>
+```devtools::install_gitlab("dhana004/group5labbonus", host = "gitlab.liu.se")``` <br><br>
+Load the package:<br>
+```library(group5labbonus)```
+
+### Installing Vignette
+
+To browse the vignette for this package, follow these steps:<br>
+```devtools::build_vignettes()```<br>
+
+```browseVignettes("group5labbonus")```<br><br>
+Note: 
+The assignment specifies that we should make edits to the Lab 4 Assignment. However, instead of modifying it directly, we created a new package and replicated the process from Lab 4, making the necessary adjustments for the bonus assignment. If you would like to review the original Lab 4 Assignment, please refer to the link provided below:
+https://gitlab.liu.se/dhana004/group5lab4assignment
 ## Authors
 
 Manu Jain<br>