Learn about linear classifiers in machine learning through a 21-minute lecture that introduces fundamental concepts and geometric interpretations of linear models, the most widely used classification method in the field. Explore the definition and mathematical foundations of linear classifiers while gaining insights into their practical applications and importance in machine learning algorithms.