The model learns by pulling representations of the same audio together and pushing different audios apart. It works well, but the distortions (called augmentations) are designed by humans, and they implicitly decide what the model treats as “irrelevant variation.” If you always augment with pitch shifts, the model learns to ignore pitch, but this might be what you don’t want for a translation encoder that needs to preserve the speaker’s intonation.
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If you like to listen to music or a guided meditation while you sleep, but the person you're sharing a bed with doesn't, it's time to get a pair of sleep earbuds. The best pair we've tested is the Soundcore Sleep A30 Special earbuds, which, like the Loops Dream earbuds, are designed for optimal comfort while sleeping. But these are more than just earplugs. The Soundcore Sleep A30 have active noise cancellation to block out noise, plus come with built-in soundscapes including AI audio brainwave, snore masking, white noise, Calm app sleep stories, and Calm app meditations.
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