This document discusses a lecture on linear regression techniques for machine learning. It introduces linear regression as fitting a line to data using an analytical solution equation. The lecture instructor, Prof. K. Ramkumar, presents two tutorial problems for students to solve in teams to learn linear regression for predicting machine learning outcomes from data using algorithms and computing.