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Sigmoid

An activation function that maps any input to a value between 0 and 1, following an S-shaped curve. Sigmoid is commonly used for binary classification outputs and gating mechanisms in neural networks like LSTMs.

In practice

A sigmoid output of 0.85 can be interpreted as 85% confidence that an email is spam.