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heibanke avatar heibanke commented on September 18, 2024

another problem:

helpers.py:

def tanh_d(x):
    e = np.exp(2*x)
    return (e-1)/(e+1)

should modify into following code:

def tanh_d(x):
    e = tanh(x)
    return 1-e**2

B.R
heibanke

from nnet.

983 avatar 983 commented on September 18, 2024

I was wondering about the minus-sign, too.

Also I am confused about the division by n, although it probably doesn't matter since it only changes the learning rate.

def tanh_d(x):
    e = np.exp(2*x)
    return (e-1)/(e+1)

seems to be the same as tanh, so I think you are right.

One of the reasons why tanh and sigmoid are used as an activation function is that the derivative can be computed from the forward propagation pass without evaluating an expensive function again, but that is not done here.

from nnet.

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