Introduction: Unveiling the Power of Logistic Regression In the realm of machine learning, binary classification stands as a fundamental task, aiming to categorize data into one of two distinct classes. Logistic regression, despite its name, is a powerful and widely used algorithm for tackling these binary classification problems. Its simplicity, interpretability, and efficiency make it