The underside levels that happen to be closer for the inputs (the ParallelConv1D blocks inside the diagram) are frozen as well as the parameters will remain unchanged at more tuning the model. The levels which aren't frozen (the higher layers that are nearer for the output, very long quick-time period memory (LSTM) layer, and the classifier made up

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