Understanding the Inner Workings of Ordinary Least Squares for Effective Predictive Modeling — Introduction Linear regression is a fundamental tool in the field of statistics and machine learning, allowing us to uncover patterns, make predictions, and gain insights from data. At the heart of this powerful technique lies Ordinary Least Squares (OLS), a method used to estimate the parameters of a linear regression model…