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The bottom layers which can be closer to the inputs (the ParallelConv1D blocks in the diagram) are frozen and the parameters will continue to be unchanged at further tuning the model. The levels which are not frozen (the upper layers which are nearer to your output, extensive small-expression memory (LSTM) layer, plus the classifier made up of full
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