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Because of this, it is the best apply to freeze all levels inside the ParallelConv1D blocks and only fine-tune the LSTM layers and also the classifier with out unfreezing the frozen levels (scenario 2-a, as well as metrics are shown in case two in Desk two). The layers frozen are deemed in the position to extract standard features across tokamaks,