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As a result, it is the greatest follow to freeze all levels in the ParallelConv1D blocks and only fine-tune the LSTM levels plus the classifier with out unfreezing the frozen layers (case two-a, plus the metrics are revealed in the event that two in Desk 2). The layers frozen are regarded as in a position to extract common features across tokamaks