Updatable model using built-in Create ML classifiers

Is it possible to create an updatable sound classifier model which uses Apple's built in MLSoundClassifier available via Create ML that can be trained/personalized on device using Core ML?

I tried to look up in quite a few places for a long while, however, I know that when on-device training was initially announced in 2019, updatable models were only restricted to non built-in classifiers, but any additional information that may have come out after 2019 in this regard has been hard to find.

Accepted Reply

You can do this using Create ML Components. Check out https://developer.apple.com/videos/play/wwdc2022/10019/ and https://developer.apple.com/videos/play/wwdc2022/10020/

Replies

You can do this using Create ML Components. Check out https://developer.apple.com/videos/play/wwdc2022/10019/ and https://developer.apple.com/videos/play/wwdc2022/10020/

If i create a custom model using the components and classifiers listed here on this page https://developer.apple.com/documentation/CreateMLComponents, Will I be able to create an updatable model that can be personalized on device?

It could be! Classifiers are available for training (or updating) on iOS as of iOS 16.0.