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The underside layers which are closer on the inputs (the ParallelConv1D blocks during the diagram) are frozen as well as the parameters will keep unchanged at further more tuning the model. The layers which are not frozen (the higher layers that happen to be closer for the output, very long shorter-term memory (LSTM) layer, as well as the classifie
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