The bottom levels that happen to be closer to the inputs (the ParallelConv1D blocks from the diagram) are frozen along with the parameters will remain unchanged at further tuning the model. The levels which are not frozen (the higher layers that are nearer to your output, prolonged brief-time period memory (LSTM) layer, and also the classifier buil
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