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The underside layers which happen to be closer on the inputs (the ParallelConv1D blocks while in the diagram) are frozen and also the parameters will stay unchanged at further more tuning the model. The layers which are not frozen (the upper levels which happen to be nearer to your output, very long quick-term memory (LSTM) layer, as well as the cl

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