<ul data-eligibleForWebStory="true">Linear regression explains complex systems with a simple straight line on a graph.History of linear regression dates back to Gauss and Legendre in the 1800s.It is widely used in various fields due to its simplicity and interpretability.Key aspects include weights, bias, error, and cost functions for evaluation.