I don't agree with you and that's ok. In my experience, a mobile developer usually takes a pretrained model and integrates in the app.

There is too much of specialization required that a regular mobile developer could define a learning problem and create an unbiased training dataset (and besides this be a great mobile dev).

Why not simply hire a mobile developer that is good with mobile app and a Machine Learning Engineer that is good in model development?

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