Linear regression is a fundamental statistical method that is extensively utilized within the domain of machine learning, particularly in supervised learning tasks. It serves as a foundational algorithm for predicting a continuous dependent variable based on one or more independent variables. The premise of linear regression is to establish a linear relationship between the variables,