Random or Not?

Random or Not?

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One of the basic questions that needs to be answered about using the autoencoder architecture to learn a mapping function between two domains is a question of randomness and of what model¬†the autoencoder is learning. Do I have to pair correlated SARS samples together for input or can I, as with a probabilistic model ¬†(See Ammar for TrRBM.), introduce pairs randomly?  
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