Automatically classifying the content of sound files using ML

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Following on from yesterday’s extraction of old sound effects, I quickly realised I needed an easier way to search them as they came out of Director as unlabelled, numbered files. I can use QuickLook or a media player to quickly audition them, but how could I easily find the sample that contains the sound of running water or a horse trotting? I...