Which requirements has to accomplish a loss function?
Is differentiation the single requirement?
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the loss function is closely related to the task to be solved. It is a broad topic. It is very well explained in Bishop's book "neural networks for pattern recognition" – jpmuc Jun 12 '19 at 18:44
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below, two properties are called https://stats.stackexchange.com/questions/154879/a-list-of-cost-functions-used-in-neural-networks-alongside-applications – malocho Jun 13 '19 at 14:47