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I know that RBM's have been used on image data for pre-training neural nets, but all I can find are RBM's on black and white images. How do you apply them to say 256 grayscale?
You have to use Gaussian visible units instead of binary visible units. This is described in the practical guide for training RBM by G. Hinton.
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