different between regularization vs taxonomy

English

regular +? -ization

regularization (countable and uncountable, plural regularizations)

The act of making regular, of regularizing.
(machine learning) constraints and penalties imposed on a model to prevent it from overfitting

Borrowed from French taxonomie. Surface analysis taxo- +? -nomy.

taxonomy (countable and uncountable, plural taxonomies)

The science or the technique used to make a classification.
A classification; especially, a classification in a hierarchical system.
(taxonomy, uncountable) The science of finding, describing, classifying and naming organisms.

taxonomics
(science of finding, describing, classifying and naming organisms): alpha taxonomy

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