The reason why exponential function is necessary in softmax function

If you learn softmax function, you can find something like this. softmax(z)_i = e^(z_i) / sum(e^(z_j)) The exponential function is used when only the use of z_i is enough to produce the probability. This is defined as: p_i = z_i / sum(z) As it turns ...