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The underside levels which might be closer on the inputs (the ParallelConv1D blocks in the diagram) are frozen and the parameters will continue to be unchanged at even further tuning the design. The levels which aren't frozen (the upper levels that are nearer into the output, extended shorter-expression memory (LSTM) layer, and the classifier manuf