The underside levels which can be nearer towards the inputs (the ParallelConv1D blocks from the diagram) are frozen and the parameters will continue to be unchanged at even further tuning the model. The layers which are not frozen (the higher layers which might be closer to your output, extended quick-time period memory (LSTM) layer, and also the c
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