Third person singular present tense of categorize; sorts or arranges things into groups in the present tense.
Third person singular form of categorize (American spelling with 'z'), from category plus -ize plus present tense -s.
The verb 'categorizes' appears constantly in machine learning descriptions because modern AI is fundamentally about teaching computers to do what our brains do automatically—group things that are similar.
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