The Bottom levels which might be nearer towards the inputs (the ParallelConv1D blocks during the diagram) are frozen plus the parameters will remain unchanged at further more tuning the model. The levels which aren't frozen (the higher layers which might be closer on the output, very long brief-time period memory http://bihao.xyz