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The underside levels that are closer to your inputs (the ParallelConv1D blocks from the diagram) are frozen as well as parameters will keep unchanged at further tuning the design. The levels which aren't frozen (the higher layers which happen to be closer for the output, extended shorter-phrase memory (LSTM) layer, plus the classifier produced up o