As far as I know, multi-label image classification is not possible with Create ML. Is it possible with Create ML Components to create a multi-label classifier?

One option is to implement your own custom estimator using a framework like MPSGraph. To simplify the task (and data required), you may want to explore training the classifier on the features produced by a feature extractor, such as ImageFeaturePrint.

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