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The underside levels which might be closer on the inputs (the ParallelConv1D blocks within the diagram) are frozen and the parameters will remain unchanged at even further tuning the model. The levels which are not frozen (the upper layers that happen to be nearer towards the output, very long small-expression memory (LSTM) layer, and the classifie