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Implementation of Deep Linear Discriminant Analysis (DeepLDA)

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Is it normal negative loss during training? what does mean here?

I have wrote the deeplda in pytorch. When it comes to test moudle, classification method confused me a lot. I want to use one to rest method in mulit classification....