Make Your Own Algorithmic Art

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How would one go about training the network with one channel images?

I don't know TF but I suspect it is similar to pytorch you simply provide images with dimensions (xsize, ysize, depth) where depth is not 3 (RGB) but 1 (Y)

Generator ADAM X Discriminator SGD

I would like to know this too.