Tanh

The tanh non-linearity function squashes a real-valued number in the range of -1 and 1. The tanh also faces the same issue of saturating gradients when tanh outputs extreme values close to -1 and 1. However, it is preferred to sigmoid, as the output of tanh is zero centered:

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