The 99% of people who use linear regression but would not call it machine learning probably aren't very well versed in regularization, cross-validation, non-linear transformations, feature engineering, data snooping, bagging, boosting, generalization, etc.

A finely tuned linear regression is a devastating machine learning algorithm.