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Can the output layer be connected to multiple layers?

Normaly, the output layer is only connected to the second last layer. This is only normal for standard MLPs. As soon as you look into slightly more sophisticated neural networks, you'll find a ...
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Make an NN utilize other NNs as part of its decision process

In tensorflow models can be their own layers as part of a larger architecture. (If you want to see an example you can check out a notebook I have here and here) Specifically what you are trying to do ...
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How can I generalize a machine learning model to multiple curves?

This looks like a 1-to-many problem. Given a single scalar x value, you want your output to be an array of size N where N is the number of curves. as an example you can build a model in this way using ...
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