VC Dimension of a Countably Infinite Class

I know that there are many examples of classes where the VC Dimension is finite/infinite even though the size of the class is Uncountably Infinite.

However, I could not argue if the VC Dimension of a Countably Infinite class is always finite? (I feel that its size will be smaller than the size of a power set of an arbitrarily large set)

Any help on this is appreciated.

Topic vc-theory pac-learning machine-learning

Category Data Science

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