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.
Data Mining: Introduction to Linear Regression - Spring 2023
Overview
Syllabus
Recording starts
Lecture starts
Mid-semester course feedback / changes
Project intermediate report
Regression intro
Regression notation
Types of regression
Linear regression
Simple linear regression
Simple linear regression least squares method
Generalizing simple linear regression
Lecture ends
Taught by
UofU Data Science
