How can I create a multi-input model using CreateML?

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Created Jan ’23

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Let's say I would like to build a classification model to recognise plants. Two plants may look identical but differ by region or month of growth, so I would like to build a multi-input model that accepts not only an image, but also additional metadata, such as the month and location where the photo was taken.

Inputs:

imageOfPlant: Image
month: Double
latitude: Double
longitude: Double

Output:

speciesName: [String] // sorted by probability, like default image classification

Can this be done in CreateML, or using Apple frameworks in general?

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Answer 1

trzroy OP

Jan ’23

Though its not thoughly documented, you should take a look at CreateML Components.

Or you can try building a model from Tensorflow with Keras and converting it to a CoreML model file

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