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The bottom layers which can be nearer to the inputs (the ParallelConv1D blocks inside the diagram) are frozen as well as parameters will keep unchanged at even further tuning the model. The layers which are not frozen (the upper layers which are closer for the output, extended limited-time period memory (LSTM) layer, and the classifier made up of c