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The underside levels which are closer towards the inputs (the ParallelConv1D blocks while in the diagram) are frozen and the parameters will continue to be unchanged at further more tuning the model. The layers which aren't frozen (the upper layers which can be nearer to the output, lengthy quick-time period memory (LSTM) layer, and the classifier
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