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The bottom layers which happen to be closer to the inputs (the ParallelConv1D blocks while in the diagram) are frozen as well as parameters will stay unchanged at further tuning the product. The levels which aren't frozen (the higher layers which are closer into the output, long limited-time period memory (LSTM) layer, and also the classifier built

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