means the process of adjusting pitch or parameters until something matches a reference standard, whether a guitar string or a machine learning model.

from from old english tunian, to give tone, itself borrowed from the same root as tune and tone traced back to greek tonos, meaning tension or stretched string; the idea that pitch literally comes from how tight something is pulled has never left us.