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The underside layers which might be nearer on the inputs (the ParallelConv1D blocks during the diagram) are frozen and the parameters will continue to be unchanged at further tuning the model. The layers which are not frozen (the upper levels which are nearer towards the output, prolonged limited-time period memory (LSTM) layer, plus the classifier
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