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The bottom layers which happen to be nearer to the inputs (the ParallelConv1D blocks in the diagram) are frozen and also the parameters will stay unchanged at additional tuning the model. The levels which aren't frozen (the higher levels that happen to be closer for the output, lengthy brief-expression memory (LSTM) layer, along with the classifier
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