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The bottom layers that happen to be nearer to the inputs (the ParallelConv1D blocks inside the diagram) are frozen and also the parameters will continue to be unchanged at additional tuning the product. The levels which aren't frozen (the upper levels which happen to be nearer towards the output, extended limited-time period memory (LSTM) layer, an
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