Use trained layers for new objective

I have trained a network with good accuracy for a certain purpose. Now I believe the network contains interesting internal conclusions about my data.

So I wish to connect some of the layers in my trained network with a new, untrained network, that would learn a new objective.
So let’s say I want to use the first few layers of the trained network, concatenate them to new layers and train the whole thing together.

How would I perform such thing?
many thanks

Hi @gil_bc , can you relate your problem to this ?

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