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The underside levels that happen to be closer for the inputs (the ParallelConv1D blocks inside the diagram) are frozen plus the parameters will continue to be unchanged at more tuning the model. The levels which are not frozen (the higher layers which might be closer into the output, extended short-expression memory (LSTM) layer, and also the class
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