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The bottom layers which might be closer into the inputs (the ParallelConv1D blocks inside the diagram) are frozen as well as the parameters will stay unchanged at even further tuning the design. The layers which are not frozen (the higher levels that are nearer into the output, very long shorter-time period memory (LSTM) layer, as well as the class
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