Why Lasso is Essential in High-Dimensional Machine Learning
What is Lasso Regression? Lasso Regression is an extension of linear regression designed to reduce overfitting and improve model simplicity. It’s especially helpful when dealing with high-dimensional data by automatically eliminating irrelevant features, making the model more interpretable and efficient. Table of Contents Concept of Lasso Regression Lasso stands for Least Absolute Shrinkage and Selection Operator. It is a linear regression model that includes an L1 regularization term to penalize large coefficients. ...