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In practice, what is the most accurate description for activation functions ( such as Sigmoid, Sum, Tanh, ReLU ) used in neural networks? Group of

In practice, what is the most accurate description for activation functions (such as Sigmoid, Sum, Tanh, ReLU) used in neural networks?
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They must be differentiable
They can be non-differentiable, but only for a small amount of points.
They must be non-linear to be learnable
They can be any continuous functions

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