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I have 2 channel data(created using caffe-master/matlab/hdf5creation/store2hdf5). i slice it into 2 parallel sub-networks & then put them togther using concat layer. after the concat layer is the fully connected layer followed by loss layer. is the concat layer needed or it is superflous?