I glanced at machine learning recently (my background is bio and physics, with lots of model building) and frankly, it's all just renamed ideas from computational physics that was developed starting in the 40's. This appears to be because modern ML derived from linguistics, which used non-physical terms and copied the algorithms, or independently rediscovered them.