This is likely because linear regression meets most widely accepted definitions of machine learning. [0][1] It is simple and very effective when learning in linear space.

[0] https://en.wikipedia.org/wiki/Machine_learning

[1] https://www.cs.cmu.edu/~tom/mlbook.html