sigmoid function

sigmoid function is a function that turns the input into a probability (valued between 0 and 1)

is called logit, the log of the odds ratio

It’s used in binomial logistic regression and is traditionally used as an activation function in artificial neural network, specifically for binary classification. An almost always better function is tanh function

Property

Sigmoid function is symmetric

Sigmoid function is differentiable

derivative of sigmoid function is