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The bottom levels which might be nearer for the inputs (the ParallelConv1D blocks inside the diagram) are frozen plus the parameters will remain unchanged at further more tuning the design. The layers which are not frozen (the higher levels which can be nearer for the output, prolonged quick-term memory (LSTM) layer, as well as classifier manufactu