"WTF? Why can't I get the accuracy of this classifier higher?!" (manually looks at training set targets) "Oh. I see"
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Do CNNs tend to improve the imbalanced class problem?
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As always, the annoying answer for deep learning: "maybe? assuming you have enough examples." ;)
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