This section will present one of the most important concepts in quantitative finance and machine learning: linear regression. Regression tasks can either be used to predict quantities (which we call regression tasks) or to predict a category (think up or down; we call these tasks classification). Understanding the key aspects of regression gives you the foundation for all of all machine learning.