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To be clear, do you think the data could be distributed according to a particular probability distribution? If so you should model it directly without a neural network. Your model parameters are simply the parameters of that probability distribution ($\mu$ and $\sigma^2$ for a gaussian, $\lambda$ for a poisson etc.,). If you think your data is distributed ...

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