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What about the current ML paradigm makes it a science?

Observing and testing phenomena we don't understand.

I guess it's been progressing from being math, to natural science, to social science

We have “laws” and routinely conduct “experiments” which are kind of unheard of in CS.

Do you have any references I could learn about these types of laws and experiments?