Data Mining: Introduction to Linear Regression - Spring 2023

Learn about linear regression fundamentals in this recorded university lecture that covers essential data mining concepts. Begin with course updates and project requirements before diving into regression topics, including detailed notation and various regression types. Master simple linear regression through comprehensive explanations of the least squares method, followed by a discussion on generalizing these concepts. The lecture provides both theoretical foundations and practical applications of linear regression techniques, making complex statistical concepts accessible for data science students.