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The underside layers which happen to be nearer towards the inputs (the ParallelConv1D blocks within the diagram) are frozen along with the parameters will stay unchanged at further tuning the design. The levels which aren't frozen (the upper levels that happen to be nearer towards the output, prolonged shorter-time period memory (LSTM) layer, and a