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If your GPU runs out of memory while training a CNN , what is NOT something you could do to try to solve the problem?

If your GPU runs out of memory while training a CNN, what is NOT something you could do to try to solve the problem?
Question 2 options:
Increase the mini-batch size.
Reduce dimensionality using a larger stride in one or more layers.
Remove one or more layers.
Distribute the CNN across multiple devices.

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