Which of the following is used as an activation function in Neural Networks?

$1)$ The Sigmoid Function

$2)$ The Hyperbolic Tangent Function $($Tanh$)$

$3)$ The Rectified Linear Unit $($ReLU$)$

$4)$ Dropout