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The underside levels that happen to be nearer to your inputs (the ParallelConv1D blocks in the diagram) are frozen along with the parameters will keep unchanged at even further tuning the model. The levels which are not frozen (the upper levels that happen to be nearer to your output, very long limited-term memory (LSTM) layer, and the classifier d