Data Science, Machine Learning, Linear Regression, Ridge Regression, Lasso Regression.
Regression Linear regression, as the name suggests, models the linear relationship between the dependent and independent variables. This is done by fitting a line, or a hyperplane in the case of multiple variables, to the data points that minimizes the sum of the squared residuals. Mathematically,