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The topologies (or architectures) of the neural networks that I have seen so far are only 2-dimensional. So, are there neural networks whose topology is 3-dimensional (i.e. they have a width, height, and depth)?

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Yes. Convolutional neural networks are usually 3-dimensional. In fact, they usually deal with images (e.g. RGB images), which can already be 3-dimensional.

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