Is it possible to train the model generated by MLRecommender on device when new data is available?

MLRecommender does not support on-device training/updating. However, I suggest you check our WWDC21 session below to build personalized recommendation-like experience into your app:

https://developer.apple.com/videos/play/wwdc2021/10037/

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