Output layer neural nets?

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Guys, in building a neural network for image classification in my output layer the amount of neurons should match the amount of classes in my data set?

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Yes. For example, if you want to classify an image as cat, dog or duck, then in its output layer there should be 3 neurons (1 for each class).

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