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The underside layers which are closer on the inputs (the ParallelConv1D blocks in the diagram) are frozen plus the parameters will stay unchanged at even further tuning the model. The layers which aren't frozen (the upper levels which are closer into the output, extended small-term memory (LSTM) layer, along with the classifier made up of entirely

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