Survey of fast tanh approximations using Taylor series, Padé approximants, splines, and bitwise manipulation techniques like K-TanH and Schraudolph The hyperbolic tangent function, \( tanh \), maps any real number to the range (-1, 1) with a smooth S-shaped curve. This property is useful as an activation function in neural networks, where it introduces non-linearity while keeping outputs ...