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The bottom layers which are nearer to the inputs (the ParallelConv1D blocks in the diagram) are frozen and the parameters will stay unchanged at further tuning the product. The levels which are not frozen (the upper layers which are nearer to your output, prolonged limited-phrase memory (LSTM) layer, and also the classifier created up of entirely l